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<article article-type="research-article" dtd-version="3.0" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">SCIENTIA MARINA</journal-id>
			<journal-title-group>
				<journal-title>Scientia Marina</journal-title>
				<abbrev-journal-title>Sci Mar</abbrev-journal-title>
			</journal-title-group>
			<issn pub-type="epub">0214-8358</issn>
			<publisher>
				<publisher-name>Consejo Superior de Investigaciones Científicas</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			 <article-id pub-id-type="publisher-id"></article-id>
			 <article-id pub-id-type="doi">10.3989/scimar.04326.29A</article-id>
			 
			
		<title-group>
			  <article-title>Natural mortality of three commercial penaeid shrimps (<italic>Litopenaeus vannamei</italic>, <italic>L. stylirostris</italic> and <italic>Farfantepenaeus californiensis</italic>) of the Gulf of California using gnomonic time divisions</article-title>
		<trans-title-group xml:lang="es">
		<trans-title>Mortalidad natural de tres camarones peneidos comerciales (<italic>Lithopenaeus vannamei</italic>, <italic>L. stylirostris</italic> y <italic>Farfantepenaeus californiensis</italic>) del Golfo de California usando intervalos de tiempo gnomónicos</trans-title>
		</trans-title-group>
		<alt-title alt-title-type="running-head">Natural mortality of three penaeids using gnomonic time divisions</alt-title>
		</title-group>
		
		<contrib-group>
			  <contrib contrib-type="author" corresp="no"> 
				<name>
				 <surname> Aranceta-Garza</surname>
				 <given-names>Fernando</given-names>
				</name>
				<xref ref-type="aff" rid="U1"/>
			  </contrib>
			  <contrib contrib-type="author" corresp="yes"> 
				<name>
				 <surname>Arreguín-Sánchez</surname>
				 <given-names>Francisco</given-names>
				</name>
				<xref ref-type="aff" rid="U1"/>
					<xref ref-type="corresp" rid="cor1"/>
		  </contrib>
			  <contrib contrib-type="author" corresp="no"> 
				<name>
				 <surname>Ponce-Díaz</surname>
				 <given-names>Germán</given-names>
				</name>
				<xref ref-type="aff" rid="U1"/>
			  </contrib>
			  <contrib contrib-type="author" corresp="no"> 
				<name>
				 <surname>Seijo</surname>
				 <given-names>Juan Carlos</given-names>
				</name>
				<xref ref-type="aff" rid="U2"/>
			  </contrib>
			  <aff id="U1">Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas, Apartado Postal 592, La Paz, 23000, Baja California Sur, Mexico.</aff>
			  <aff id="U2">Universidad Marista de Mérida, Periférico Norte Tablaje 13941 Carretera Mérida-Progreso, Mérida 97300, Yucatán, Mexico.</aff>
			 </contrib-group>
			 	<contrib-group>
	<contrib contrib-type="editor">
		<name>
			<surname>Sartor</surname>
			<given-names>P.</given-names>
		</name>
		<role>Editor</role>
	</contrib>
	</contrib-group>	 

			 <author-notes>
		<corresp id="cor1">e-mail: <email xlink:href="farregui@ipn.mx">farregui@ipn.mx</email>
		</corresp>
		</author-notes>
		
<pub-date pub-type="epub">
		<day>30</day>
		<month>6</month>
		<year>2016</year>
		</pub-date>
		<pub-date pub-type="collection">
		<year>2016</year>
		</pub-date>
		
		<volume>80</volume>
		<issue>2</issue>
		<fpage>199</fpage>
		<lpage>206</lpage>
		
		<elocation-id content-type="doi">10.3989/scimar.04326.29A</elocation-id>

		 <history>
		  	<date date-type="received">
				<day>30</day>
				<month>7</month>
				<year>2015</year>
			</date>
			<date date-type="accepted">
				<day>16</day>
				<month>12</month>
				<year>2015</year>
			</date>
			<date date-type="published">
				<day>18</day>
				<month>4</month>
				<year>2016</year>
			</date>
		 </history>
		 
		<permissions>
		<copyright-statement>&#x00A9; 2016 CSIC</copyright-statement>
		<copyright-year>2016</copyright-year>
		<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by-nc/3.0/">
		<license-p>This is an open-access article distributed under the Creative Commons Attribution-Non Commercial Lisence (by-nc) Spain 3.0.</license-p>
		</license>
		</permissions>
		
		<abstract xml:lang="en">
		<title>SUMMARY</title>
		<p>The estimation of natural mortality (<italic>M</italic>) is critical for stock assessment and fisheries management. The shrimp fishery is the most valuable one in Mexico and along the Pacific Coast of Mexico, and exploitation primarily targets three species: white (<italic>Litopenaeus vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>Farfantepenaeus californiensis</italic>). It is a sequential fishery, so an appropriate estimate of <italic>M</italic> for different life stages is required for management purposes. Typically, <italic>M</italic> is estimated from the exploited stock, which is usually composed of adults, assuming a constant value for <italic>M</italic>, and this estimate is used for studies of population dynamics, stock assessments and determinations of the status of a fishery. In this study, we estimate <italic>M</italic>-at-age (i.e. life stage) for each species using the gnomonic time division model. The gnomonic intervals correspond to the actual life stages reported in the literature, whose duration was used for model fitting. The gnomonic model showed that <italic>M</italic> declines sharply in early life stages but declines to an asymptotic value after reaching maturity, and the model provided biologically consistent estimates of <italic>M</italic> at each life stage for the three shrimp species. Such estimates may be used with confidence to model the dynamics of sequential shrimp fisheries. </p>
		</abstract>
		<trans-abstract xml:lang="es">
		<title>RESUMEN</title>
		<p>La estimación de mortalidad natural (<italic>M</italic>) es crítica para la evaluación de stocks y el manejo de las pesquerías. La pesquería de camarón es la de mayor valor en México y a lo largo de la costa del Pacífico de México, y la explotación tiene primariamente a tres especies como objetivo: blanco (<italic>Litopenaeus vannamei</italic>), azul (<italic>L. stylirostris</italic>) y café (<italic>Farfantepenaeus californiensis</italic>). Se trata de una pesquería secuencial, de tal suerte que para su manejo se requiere de una apropiada estimación de <italic>M</italic> para los diferentes estadios de vida. Típicamente <italic>M</italic> es estimada de stocks explotados, los cuales están usualmente compuestos de organismos adultos, se supone un valor de <italic>M</italic> constante y esta estimación es usada para estudios de dinámica de poblaciones, evaluación de stocks y determinación del estado de las pesquerías. En este estudio estimamos <italic>M</italic>-a-edad (p.ej. estadios de vida) para cada especie usando el modelo de intervalos de tiempo gnomónicos. La duración de los intervalos gnomónicos corresponde a los estadios de vida reportados en literatura, cuya duración fue usada para ajustar el modelo. El modelo de intervalos gnomónicos mostró que <italic>M</italic> declina rápidamente en estadios tempranos de vida, cambiando hacia un valor asintótico después de alcanzar la madurez. El modelo provée estimaciones de <italic>M</italic> biológicamente consistentes para cada estadio de vida para las tres especies. Estas estimaciones pueden ser usadas con confianza para modelar la dinámica de pesquerías secuenciales del camarón.</p>
		</trans-abstract>
		<kwd-group xml:lang="en">
			<title>KEYWORDS</title>
			<kwd>Gulf of California</kwd>
			<kwd>natural mortality</kwd>
			<kwd>sequential fishery</kwd>
			<kwd>penaeid shrimps</kwd>
			<kwd>gnomonic intervals</kwd>
		</kwd-group>
		<kwd-group xml:lang="es">
			<title>PALABRAS CLAVE</title>
			<kwd>Golfo de California</kwd>
			<kwd>mortalidad natural</kwd>
			<kwd>pesquería secuencial</kwd>
			<kwd>camarones peneidos</kwd>
			<kwd>intervalos gnomónicos</kwd>
		</kwd-group>
	 </article-meta>
	</front>
	<body>			
<sec id="S1">
<title>INTRODUCTION</title>
			
		  <p>Natural mortality, <italic>M</italic>, is a critical parameter in studies of population dynamics and in the modelling of the fish stocks for the development and implementation of management programmes. Biased estimates of <italic>M</italic> affect the assessment analysis of resources, which can have severe consequences (<xref ref-type="bibr" rid="CIT05">Caddy 1991</xref>, <xref ref-type="bibr" rid="CIT38">Ramírez-Rodríguez and Arreguín-Sánchez 2003</xref>). </p>
			<p>There is biological evidence showing a typical <italic>M</italic>-at-age trajectory in penaeid shrimps; there is an early, steep drop over a short time period, which includes the early life stages (eggs and larvae), rapidly converging on an <italic>M</italic>-value asymptote for ages approaching maturity (<xref ref-type="bibr" rid="CIT05">Caddy 1991</xref>,  <xref ref-type="bibr" rid="CIT06">1996</xref>, <xref ref-type="bibr" rid="CIT38">Ramírez-Rodríguez and Arreguín-Sánchez 2003</xref>). The existence of an asymptote gives rise to the conventional assumption of a constant <italic>M</italic> for stock assessment purposes. This happens for two main reasons: many fisheries target adult individuals and it is difficult to estimate variable mortality based on field data from harvested stocks. Although this assumption would reasonably apply to individuals of the same age and area (<xref ref-type="bibr" rid="CIT06">Caddy 1996</xref>), other conditions may lead to errors. Such critical cases are the sequential fisheries, particularly those of penaeid shrimps in tropical waters, in which the harvesting may occur throughout most of the life history of the species. </p>
			<p>The Mexican Pacific shrimp fishery is the most important fishery in Mexico. It is primarily based on three shrimp species: white (<italic>Litopenaeus vannamei</italic> Boone, 1931), blue (<italic>L. stylirostris</italic> Stimpson, 1874), and brown (<italic>Farfantepenaeus californiensis</italic> Holmes, 1900). The last two species comprise 80% of the landings (<xref ref-type="bibr" rid="CIT23">INP 2012</xref>). Three fleets typically exploit these shrimps: the estuarine or inshore fleet, which targets mainly juveniles, comprises fishermen who built barriers across the estuarine channels called <italic>tapos</italic> to prevent juvenile shrimps from escaping to offshore ground. They catch them using <italic>atarrayas</italic> or throwing nets from land or in small boats or canoes (typically 5 m long) with no engine, or outboard engines typically of 15-45 hp. The coastal fleet, which targets late-stage juveniles and pre-adults, uses a boat or <italic>panga</italic> (typically 7 m long) equipped with one trawling net. Finally, the offshore or industrial fleet targets adults and uses vessels (typically 18 to 23 m long) equipped with two trawling nets with a 30- to 40-day autonomy at sea. The sequential nature of this fishery imposes the need for proper <italic>M</italic>-at-age estimations to assess stocks and inform management. </p>
			<p>Estimates of <italic>M</italic> for Mexican Pacific penaeid shrimps are mainly based on the exploited component of the offshore stock, which is mainly comprised of adults, so there are few estimates for the juveniles, and almost no estimates for very young stages (<xref ref-type="table" rid="T1">Table 1</xref>). The extreme variations in the <italic>M</italic> interval values reported in the literature for the three species range from <italic>M</italic><sub>postlarvae</sub> = 46.8 year<sup>–1</sup> to <italic>M</italic><sub>adults</sub> = 0.78 year<sup>–1</sup> in white shrimp, <italic>M</italic><sub>preadults</sub> = 6.34 year<sup>–1</sup> to <italic>M</italic><sub>adults</sub> = 0.48 year<sup>–1</sup> in blue shrimp, and <italic>M</italic><sub>preadults</sub> = 8.5 year<sup>–1</sup> to <italic>M</italic><sub>adults</sub> = 0.24 in brown shrimp. With the exception of the estimate by <xref ref-type="bibr" rid="CIT14">García-Borbón (2009)</xref> (which was not included in the above ranges), who used the gnomonic model, these estimates were obtained through empirical methods assuming a constant <italic>M</italic> with age and time (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
				<table-wrap id="T1">
			<label>Table 1</label>
		<caption>
			<title>Natural mortality estimates for the white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>) and brown (<italic>F. californiensis</italic>) shrimps in the Mexican Pacific.</title>
		</caption>
		<table frame="hsides" rules="groups">
  <thead>
			      <tr>
			        <th> Life history stage interval </th>
			        <th> Natural mortality<br />
			          <italic>M</italic> (year<sup>–1</sup>) </th>
			        <th> Method </th>
			        <th> Locality </th>
		          </tr>
		        </thead>
			    <tbody>
			      <tr>
			        <td colspan="4"><italic>L. vannamei</italic></td>
		          </tr>
			      <tr>
			        <td> Egg </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Nauplius </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Protozoea </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Mysis </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Post-larvae </td>
			        <td> 46.8<sup> a</sup></td>
			        <td> Subtraction between incoming inshore post-larvae and the commercial capture<sup> a</sup></td>
			        <td> Huizache Caimanero lagoon, Sinaloa<sup> a</sup></td>
		          </tr>
			      <tr>
			        <td> Juvenile </td>
			        <td> 21.32<sup> a</sup><br />
			          3.24-25.32<sup> b</sup></td>
			        <td> Juvenile tagging<sup> a</sup><br />
			          <xref ref-type="bibr" rid="CIT42">Ricker (1975)</xref><sup> b</sup></td>
			        <td> Huizache-Caimanero lagoon, Sinaloa<sup> a,b</sup></td>
		          </tr>
			      <tr>
			        <td> Pre-adult </td>
			        <td> 6.6-8.4<sup> c</sup></td>42">Ricker (1975)</xref><sup> c</sup></td>
			        <td> Topolobampo, Sinaloa<sup> c</sup></td>
		          </tr>
			      <tr>
			        <td> Adult </td>
			        <td> 1.92-4.98<sup> d</sup><br />
			          1.92<sup> e</sup><br />
			          0.78-2.52<sup> f</sup></td>
			        <td><xref ref-type="bibr" rid="CIT36">Pauly (1980)</xref><sup> d</sup><br />
			          <xref ref-type="bibr" rid="CIT43">Ricker (1958)</xref><sup> f</sup></td>
			        <td> Golfo de Tehuantepec<sup> d,e</sup><br />
			          Mazatlán, Sinaloa<sup> f</sup></td>
		          </tr>
			      <tr>
			        <td colspan="4"><italic>L. stylirostris</italic></td>
		          </tr>
			      <tr>
			        <td> Egg </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Nauplius </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Protozoea </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Mysis </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Post-larvae </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Juvenile </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Pre-adult </td>
			        <td> 6.34<sup> c</sup><br />
			          0.96-10.08<sup> c</sup></td>
			        <td><xref ref-type="bibr" rid="CIT42">Ricker (1975)</xref><sup> c</sup></td>
			        <td> North of Sonora<sup> c</sup><br />
			          Bahía Magdalena<sup> c</sup></td>
		          </tr>
			      <tr>
			        <td> Adult </td>
			        <td> 2.4<sup> c1</sup>, 0.48-6.72<sup> c2</sup><br />
			          0.75-1.98<sup> f</sup><br />
			          1.56<sup> g</sup><br />
			          3.3<sup> h</sup><br />
			          0.96<sup> i,j</sup><br />
			          0.72<sup> k</sup><br />
			          0.99-1.45<sup> l</sup></td>
			        <td><xref ref-type="bibr" rid="CIT442">Ricker (1975)</xref><sup> c1,c2</sup><br />
			          <xref ref-type="bibr" rid="CIT04">Beverton-Holt (1959)</xref><sup> g,h,j,l</sup><br />
			          <xref ref-type="bibr" rid="CIT55">Silliman (1943)<sup> </sup></xref><sup>i</sup><br />
			          <xref ref-type="bibr" rid="CIT43">Ricker (1958)</xref><sup> k</sup></td>
			        <td> Topolobampo, Sinaloa<sup> c2</sup><br />
			          South of Sonora<sup> g</sup><br />
			          North of Sonora <sup>c1,h,k,l</sup><br />
			          Mazatlán, Sinaloa<sup> f,i,j</sup></td>
		          </tr>
			      <tr>
			        <td colspan="4"><italic>F. californiensis</italic></td>
		          </tr>
			      <tr>
			        <td> Egg </td>
			        <td> 1559.5<sup> m</sup></td>
			        <td> Gnomonic model<sup> m</sup></td>
			        <td> Bahía Magdalena<sup> m</sup></td>
		          </tr>
			      <tr>
			        <td> Nauplius </td>
			        <td> 553<sup> m</sup></td>
			        <td> Gnomonic model<sup> m</sup></td>
			        <td> Bahía Magdalena<sup> m</sup></td>
		          </tr>
			      <tr>
			        <td> Protozoea </td>
			        <td> 106.8<sup> m</sup></td>
			        <td> Gnomonic model<sup> m</sup></td>
			        <td> Bahía Magdalena<sup> m</sup></td>
		          </tr>
			      <tr>
			        <td> Mysis </td>
			        <td></td>
			        <td></td>
			        <td></td>
		          </tr>
			      <tr>
			        <td> Post-larvae </td>
			        <td> 47.6<sup> m</sup></td>
			        <td> Gnomonic model<sup> m</sup></td>
			        <td> Bahía Magdalena<sup> m</sup></td>
		          </tr>
			      <tr>
			        <td> Juvenile </td>
			        <td> 13.6<sup> m</sup></td>
			        <td> Gnomonic model<sup> m</sup></td>
			        <td> Bahía Magdalena<sup> m</sup></td>
		          </tr>
			      <tr>
			        <td> Pre-adult </td>
			        <td> 7.8-8.5<sup> c</sup><br />
			          8.1<sup> m</sup></td>
			        <td><xref ref-type="bibr" rid="CIT42">Ricker (1975)</xref><sup> c</sup><br />
			          Gnomonic model<sup> m</sup></td>
			        <td> Topolobampo, Sinaloa <sup>c</sup><br />
			          Bahía Magdalena<sup> m</sup></td>
		          </tr>
			      <tr>
			        <td> Adult </td>
			        <td> 2.38<sup> c1</sup>, 3.72<sup> c2</sup><br />
			          2.28-3.6<sup> </sup><sup>d</sup><br />
			          2.28<sup> e</sup><br />
			          0.24-1.93<sup> f</sup><br />
			          1.2<sup> g</sup><br />
			          1.32<sup> i</sup><br />
			          1.08-3<sup> k</sup><br />
			          2.23-2.36<sup> l</sup><br />
			          2.7<sup> m</sup><br />
			          2.11<sup> n1</sup>, 2.72<sup> n2</sup>, 2.82<sup> n3</sup><br />
			          1.22<sup> o1</sup>, 2.13<sup> o2</sup></td>
			        <td><xref ref-type="bibr" rid="CIT36">Pauly (1980)</xref><sup> d,o1</sup><br />
			          <xref ref-type="bibr" rid="CIT41">Ricker (1958)</xref><sup> f,k</sup><br />
			          <xref ref-type="bibr" rid="CIT55">Silliman (1943)</xref><sup> i</sup><br />
			          <xref ref-type="bibr" rid="CIT42">Ricker (1975)</xref><sup> c1,c2,l</sup><br />
			          Gnomonic model<sup> m</sup><br />
			          <xref ref-type="bibr" rid="CIT43">Rikhter and Efanov (1976)</xref><sup> n1,o2</sup><br />
			          <xref ref-type="bibr" rid="CIT36">Pauly (1980)</xref><sup> n2</sup><br />
			          <xref ref-type="bibr" rid="CIT26">Jensen (1996)</xref><sup> n3</sup></td>
			        <td> Golfo de Tehuantepec<sup> d,e</sup><br />
			          Mazatlán, Sinaloa<sup> f,i</sup><br />
			          North of Sonora<sup> c1,k,l</sup><br />
			          Topolobampo, Sinaloa<sup> c2</sup><br />
			          Coastline of Sonora<sup> n1,n2,n3</sup><br />
			          Bahía Magdalena<sup> </sup><sup>m,o1,o2</sup></td>
		          </tr>
		        </tbody>
		      </table>
			  <p><sup>a </sup><xref ref-type="bibr" rid="CIT11">Edwards (1977)</xref>; <sup>b </sup><xref ref-type="bibr" rid="CIT52">Sepúlveda-Medina (1981)</xref>; <sup>c1,2 </sup><xref ref-type="bibr" rid="CIT54">Sepúlveda-Medina (1999)</xref>; <sup>d </sup><xref ref-type="bibr" rid="CIT39">Ramos-Cruz et al. (2006)</xref>; <sup>e </sup><xref ref-type="bibr" rid="CIT46">Rodríguez de la Cruz and Chávez (1994)</xref>; <sup>f </sup><xref ref-type="bibr" rid="CIT25">Jacquemin (1976)</xref>; <sup>g </sup><xref ref-type="bibr" rid="CIT44">Rodríguez de la Cruz (1976)</xref>; <sup>h </sup><xref ref-type="bibr" rid="CIT16">García de Quevedo (1990)</xref>; <sup>i </sup><xref ref-type="bibr" rid="CIT30">Lluch (1974)</xref>; <sup>j </sup><xref ref-type="bibr" rid="CIT50">Sáenz-Martínez and Lluch-Belda (1990)</xref>; <sup>k </sup><xref ref-type="bibr" rid="CIT15">García-Gómez (1976)</xref>; <sup>l </sup><xref ref-type="bibr" rid="CIT47">Ross-Terrazas (1988)</xref>; <sup>m </sup><xref ref-type="bibr" rid="CIT14">García-Borbón (2009)</xref>; <sup>n1,2,3 </sup><xref ref-type="bibr" rid="CIT31">López-Martínez (2000)</xref>; <sup>o1,2 </sup><xref ref-type="bibr" rid="CIT13">García-Borbón (2007)</xref>.</p>
		  </table-wrap>
			<p>The assumption of a constant <italic>M</italic>-value can be addressed by applying the gnomonic interval model proposed by <xref ref-type="bibr" rid="CIT05">Caddy (1991</xref>, <xref ref-type="bibr" rid="CIT06">1996)</xref> and later expanded and improved by <xref ref-type="bibr" rid="CIT33">Martínez-Aguilar et al. (2005)</xref>. The gnomonic model has been applied to short-lived species such as squids, <italic>Loligo forbesi</italic> and <italic>L. vulgaris</italic> of the English Channel (<xref ref-type="bibr" rid="CIT48">Royer et al. 2002</xref>) and <italic>Dosidicus gigas</italic> of the Gulf of California (<xref ref-type="bibr" rid="CIT34">Martínez-Aguilar et al. 2010</xref>), and to penaeid shrimps, <italic>Farfantepenaeus duorarum</italic> and <italic>F. californiensis</italic> of the Gulf of Mexico and the Gulf of California, respectively (<xref ref-type="bibr" rid="CIT38">Ramírez-Rodríguez and Arreguín-Sánchez 2003</xref>, <xref ref-type="bibr" rid="CIT14">García-Borbón 2009</xref>). Additionally, the model has been applied to some fish species, including the pacific sardine <italic>Sardinops caeruleus</italic> (<xref ref-type="bibr" rid="CIT33">Martínez-Aguilar et al. 2005</xref>) and the red grouper <italic>Epinephelus morio</italic>, of the Gulf of Mexico (<xref ref-type="bibr" rid="CIT19">Giménez-Hurtado et al. 2009</xref>).</p>
			<p>Given the importance of the Mexican Pacific shrimp fishery and the sequential exploitation of the stocks, the objective of this study was to estimate the variation in natural mortality by life history stage in the three most important commercial penaeid shrimp species: white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>F. californiensis</italic>).</p>
			
		  </sec>
<sec id="S2">
<title>MATERIALS AND METHODS</title>
			
<sec id="S2.1">
<title>Determination of the gnomonic intervals</title>
			
		  <p>In this study, the gnomonic interval model (<xref ref-type="bibr" rid="CIT06">Caddy 1996</xref>, <xref ref-type="bibr" rid="CIT33">Martínez-Aguilar et al. 2005</xref>) was used to calculate the natural mortality values, <italic>M</italic>, for each life history stage in three penaeid shrimp species of the southern Gulf of California. The estimation of <italic>M</italic> for each gnomonic time interval requires the definition of the number of developmental stages during the life span of a species (<xref ref-type="table" rid="T1">Table 1</xref>); the duration of the first stage, which corresponds to the first gnomonic time interval, in this case the egg stage (<xref ref-type="table" rid="T3">Table 3</xref>); the mean lifetime fecundity (MLF) of each species (<xref ref-type="table" rid="T2">Table 2</xref>); and the individual durations of the life stages, which are used to calibrate the estimates (<xref ref-type="table" rid="T4">Table 4</xref>). The gnomonic model is based on the following assumptions (<xref ref-type="bibr" rid="CIT05">Caddy 1991</xref>, <xref ref-type="bibr" rid="CIT06">1996</xref>): 1) stable population conditions; 2) 1:1 sex ratio and equal male and female mortality rates; 3) steady-state population replacement, i.e. that beginning with one female of MLF, a realistic mortality vector should result in an average survival of at least one female and since sex ratios are not considered, one survivor also from the males in the cohort (<xref ref-type="bibr" rid="CIT05">Caddy 1991</xref>); 4) the life history of a species can be subdivided into gnomonic time intervals in which the total deaths due to natural mortality in each are assumed constant, and the durations of the intervals increase proportionally with age; and 5) the estimated <italic>M</italic> values initially decline steeply from the egg stage to early maturity but then remain nearly constant.</p>
		  	<table-wrap id="T2">
			<label>Table 2</label>
		<caption>
			<title>Fecundity (average number of eggs per female) estimations reported in the literature for the white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>F. californiensis</italic>) shrimps in the Mexican Pacific.</title>
		</caption>
		<table frame="hsides" rules="groups">
  <thead>
			      <tr>
			        <th> Species
			         
		            </th>
			        <th> Fecundity
			         
		            </th>
			        <th> Total length (mm)
			         
		            </th>
		          </tr>
		        </thead>
			    <tbody>
			      <tr>
			        <td><italic>L. vannamei  </italic></td>
			        <td> Minimum = 80000<sup> a</sup>
			          <br />
			          Average = 265000<sup> a</sup>
			          <br />
			          Maximum = 450000<sup> a</sup>
		            </td>
			        <td> TL<sub>50</sub>= 140<sup> b</sup>
			          <br />
			          TL<sub>MAX</sub> = 210<sup> a,c</sup>
			          </td>
		          </tr>
			      <tr>
			        <td><italic>L. stylirostris</italic>
			          </td>
			        <td> Minimum = 60000<sup> d</sup>
			          <br />
			          Average = 350000<sup> d</sup>
			          <br />
			          Maximum = 650000<sup> d</sup>
		            </td>
			        <td> TL<sub>50</sub>= 170<sup> e</sup>
			          <br />
			          TL<sub>MAX</sub>= 240<sup> </sup><sup>f</sup>
			         </td>
		          </tr>
			      <tr>
			        <td><italic>F. californiensis</italic>
			       </td>
			        <td> Minimum = 100000<sup> e</sup>
			          <br />
			          Average = 550000<sup> e</sup>
			        <br />
			          Maximum = 1000000<sup> e</sup>
			        </td>
			        <td> TL<sub>50</sub>= 117<sup> e</sup>
			          <br />
			          TL<sub>MAX</sub>= 240<sup> </sup><sup>g</sup>
			        </td>
		          </tr>
		        </tbody>
		      </table>
			  <p><sup>a </sup><xref ref-type="bibr" rid="CIT22">Hernández-Covarrubias et al. (2012)</xref>; <sup>b </sup><xref ref-type="bibr" rid="CIT53">Sepúlveda-Medina (1991)</xref>; <sup>c </sup><xref ref-type="bibr" rid="CIT08">Chávez (1973)</xref>; <sup>d </sup><xref ref-type="bibr" rid="CIT21">Hernández-Covarrubias et al. (2003)</xref>; <sup>e </sup><xref ref-type="bibr" rid="CIT15">García-Gómez (1976)</xref>; <sup>f</sup> <xref ref-type="bibr" rid="CIT07">Castro-Ortiz and Sánchez-Rojas (1976)</xref>; <sup>g </sup><xref ref-type="bibr" rid="CIT09">Chávez and Rodríguez de la Cruz (1971)</xref>.</p>
		  </table-wrap>
		  	<table-wrap id="T3">
			<label>Table 3</label>
		<caption>
			<title>Duration of the egg stage reported for the white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>F. californiensis</italic>) shrimps in the Mexican Pacific.</title>
		</caption>
		<table frame="hsides" rules="groups">
  <thead>
			      <tr>
			        <th rowspan="2"> Species </th>
			        <th colspan="2"> Egg stage duration </th>
		          </tr>
			      <tr>
			        <th> (hours) </th>
			        <th> (hours/24hrs) </th>
		          </tr>
		        </thead>
			    <tbody>
			      <tr>
			        <td rowspan="3"><italic>L. vannamei</italic><sup> </sup><sup>a,b,c</sup></td>
			        <td> 10 </td>
			        <td> 0.4167 </td>
		          </tr>
			      <tr>
			        <td> 13 </td>
			        <td> 0.5417 </td>
		          </tr>
			      <tr>
			        <td> 16 </td>
			        <td> 0.6667 </td>
		          </tr>
			      <tr>
			        <td rowspan="3"><italic>L. stylirostris</italic><sup> </sup><sup>d,e</sup></td>
			        <td> 13 </td>
			        <td> 0.5417 </td>
		          </tr>
			      <tr>
			        <td> 14 </td>
			        <td> 0.5833 </td>
		          </tr>
			      <tr>
			        <td> 15 </td>
			        <td> 0.6250 </td>
		          </tr>
			      <tr>
			        <td rowspan="3"><italic>F. californiensis</italic><sup> </sup><sup>f,g,h</sup></td>
			        <td> 13 </td>
			        <td> 0.5417 </td>
		          </tr>
			      <tr>
			        <td> 14 </td>
			        <td> 0.5833 </td>
		          </tr>
			      <tr>
			        <td> 15 </td>
			        <td> 0.6250 </td>
		          </tr>
		        </tbody>
		      </table>
			  <p><br />
			    <sup>a </sup><xref ref-type="bibr" rid="CIT03">Andrade-Vizcaíno (2010)</xref>; <sup>b </sup><xref ref-type="bibr" rid="CIT56">Torres-Acuña (2008)</xref>; <sup>c </sup><xref ref-type="bibr" rid="CIT27">Kitani (1986a)</xref>; <sup>d </sup><xref ref-type="bibr" rid="CIT28">Kitani (1986b)</xref>; <sup>e </sup><xref ref-type="bibr" rid="CIT37">Prahl and Gardeazábal (1977)</xref>; <sup>f </sup><xref ref-type="bibr" rid="CIT29">Kitani and Alvarado (1982)</xref>; <sup>g </sup><xref ref-type="bibr" rid="CIT51">Schafer (1971)</xref>; <sup>h </sup><xref ref-type="bibr" rid="CIT44">Rodríguez de la Cruz (1976)</xref>.</p>
		  </table-wrap>
		  
		  	<table-wrap id="T4">
			<label>Table 4</label>
		<caption>
			<title>Gnomonic division of the life history for the white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>F. californiensis</italic>) shrimps, showing correspondence with the observed information.</title>
		</caption>
		<table frame="hsides" rules="groups">
  <thead>
			      <tr>
			        <th rowspan="2" colspan="2"> #Interval </th>
			        <th rowspan="2"> Stage </th>
			        <th colspan="3"> Time (days) </th>
			        <th rowspan="2"> Length (mm) </th>
			        <th rowspan="2"> Reference </th>
		          </tr>
			      <tr>
			        <th> Initial </th>
			        <th> Final </th>
			        <th> Duration </th>
		          </tr>
		        </thead>
			    <tbody>
			      <tr>
			        <td colspan="8"> <italic>L. stylirostris</italic></td>
		          </tr>
			      <tr>
			        <td> 1 </td>
			        <td colspan="2"> Egg </td>
			        <td> 0 </td>
			        <td> 0.58 </td>
			        <td> 0.58 </td>
			        <td> 0.36 </td>
			        <td> <xref ref-type="bibr" rid="CIT28">Kitani (1986b)</xref></td>
		          </tr>
			      <tr>
			        <td> 2 </td>
			        <td colspan="2"> Nauplius </td>
			        <td> 0.58 </td>
			        <td> 1.5 </td>
			        <td> 0.92 </td>
			        <td> 0.48 </td>
			        <td> <xref ref-type="bibr" rid="CIT28">Kitani (1986b)</xref></td>
		          </tr>
			      <tr>
			        <td> 3 </td>
			        <td colspan="2"> Protozoea + Mysis </td>
			        <td> 8.5 </td>
			        <td> 22 </td>
			        <td> 13.5 </td>
			        <td> 1-4 </td>
			        <td> <xref ref-type="bibr" rid="CIT28">Kitani (1986b)</xref></td>
		          </tr>
			      <tr>
			        <td> 4 </td>
			        <td colspan="2"> Post-larvae </td>
			        <td> 15 </td>
			        <td> 36 </td>
			        <td> 21 </td>
			        <td> 5-25 </td>
			        <td> <xref ref-type="bibr" rid="CIT28">Kitani (1986b)</xref>, <xref ref-type="bibr" rid="CIT40">Renfro (1964)</xref></td>
		          </tr>
			      <tr>
			        <td> 5 </td>
			        <td colspan="2"> Juvenile </td>
			        <td> 36 </td>
			        <td> 82.08 </td>
			        <td> 46.08 </td>
			        <td> 25-90 </td>
			        <td> <xref ref-type="bibr" rid="CIT07">Castro-Ortiz and Sánchez-Rojas (1976) </xref></td>
		          </tr>
			      <tr>
			        <td> 6 </td>
			        <td colspan="2"> Pre-adult </td>
			        <td> 82.08 </td>
			        <td> 161.65 </td>
			        <td> 79.57 </td>
			        <td> 90-160 </td>
			        <td> <xref ref-type="bibr" rid="CIT40">Renfro (1964)</xref></td>
		          </tr>
			      <tr>
			        <td> 7 </td>
			        <td colspan="2"> Adult </td>
			        <td> 161.65 </td>
			        <td> 411 </td>
			        <td> 249.35 </td>
			        <td> 160-244 </td>
			        <td> <xref ref-type="bibr" rid="CIT15">García-Gómez (1976)</xref>, <xref ref-type="bibr" rid="CIT01">Alcántara-Razo (2005) </xref></td>
		          </tr>
			      <tr>
			        <td colspan="8"> <italic>F. californiensis </italic></td>
		          </tr>
			      <tr>
			        <td> 1 </td>
			        <td colspan="2"> Egg </td>
			        <td> 0 </td>
			        <td> 0.58 </td>
			        <td> 0.58 </td>
			        <td> 0 </td>
			        <td> <xref ref-type="bibr" rid="CIT29">Kitani and Alvarado (1982)</xref></td>
		          </tr>
			      <tr>
			        <td> 2 </td>
			        <td colspan="2"> Nauplius </td>
			        <td> 0.58 </td>
			        <td> 2.4 </td>
			        <td> 1.82 </td>
			        <td> 0.6 </td>
			        <td> <xref ref-type="bibr" rid="CIT29">Kitani and Alvarado (1982)</xref></td>
		          </tr>
			      <tr>
			        <td> 3 </td>
			        <td colspan="2"> Protozoea + Mysis </td>
			        <td> 9.4 </td>
			        <td> 19 </td>
			        <td> 9.6 </td>
			        <td> 2.7-5 </td>
			        <td> <xref ref-type="bibr" rid="CIT29">Kitani and Alvarado (1982)</xref></td>
		          </tr>
			      <tr>
			        <td> 4 </td>
			        <td colspan="2"> Post-larvae </td>
			        <td> 12 </td>
			        <td> 32 </td>
			        <td> 20 </td>
			        <td> 5-25 </td>
			        <td> <xref ref-type="bibr" rid="CIT29">Kitani and Alvarado (1982)</xref>, <xref ref-type="bibr" rid="CIT18">Garduño-Argueta (1976)</xref></td>
		          </tr>
			      <tr>
			        <td> 5 </td>
			        <td colspan="2"> Juvenile </td>
			        <td> 32 </td>
			        <td> 90 </td>
			        <td> 58 </td>
			        <td> 20-80 </td>
			        <td> <xref ref-type="bibr" rid="CIT09">Chávez and Rodríguez de la Cruz (1971)</xref></td>
		          </tr>
			      <tr>
			        <td> 6 </td>
			        <td colspan="2"> Pre-adult </td>
			        <td> 90 </td>
			        <td> 165 </td>
			        <td> 75 </td>
			        <td> 80-130 </td>
			        <td> <xref ref-type="bibr" rid="CIT09">Chávez and Rodríguez de la Cruz (1971)</xref></td>
		          </tr>
			      <tr>
			        <td> 7 </td>
			        <td colspan="2"> Adult </td>
			        <td> 165 </td>
			        <td> 565 </td>
			        <td> 400 </td>
			        <td> 130-242 </td>
			        <td> <xref ref-type="bibr" rid="CIT09">Chávez and Rodríguez (1971)</xref>, <xref ref-type="bibr" rid="CIT35">Olguín-Palacios (1967)</xref>, <xref ref-type="bibr" rid="CIT45">Rodríguez de la Cruz (1981)</xref>, <xref ref-type="bibr" rid="CIT53">Sepúlveda-Medina (1991)</xref></td>
		          </tr>
			      <tr>
			        <td colspan="8"> <italic>L. vannamei </italic></td>
		          </tr>
			      <tr>
			        <td> 1 </td>
			        <td colspan="2"> Egg </td>
			        <td> 0 </td>
			        <td> 0.54 </td>
			        <td> 0.54 </td>
			        <td> 0.28 </td>
			        <td> <xref ref-type="bibr" rid="CIT03">Andrade-Vizcaíno (2010)</xref></td>
		          </tr>
			      <tr>
			        <td> 2 </td>
			        <td colspan="2"> Nauplius </td>
			        <td> 0.54 </td>
			        <td> 2.75 </td>
			        <td> 2.21 </td>
			        <td> 0.6 </td>
			        <td> <xref ref-type="bibr" rid="CIT03">Andrade-Vizcaíno (2010)</xref></td>
		          </tr>
			      <tr>
			        <td> 3 </td>
			        <td colspan="2"> Protozoea + Mysis </td>
			        <td> 10.75 </td>
			        <td> 20 </td>
			        <td> 9.25 </td>
			        <td> 2.7-4.5 </td>
			        <td> <xref ref-type="bibr" rid="CIT03">Andrade-Vizcaíno (2010)</xref></td>
		          </tr>
			      <tr>
			        <td> 4 </td>
			        <td colspan="2"> Post-larvae </td>
			        <td> 12 </td>
			        <td> 25 </td>
			        <td> 13 </td>
			        <td> 6-25 </td>
			        <td> <xref ref-type="bibr" rid="CIT18">Garduño-Argueta (1976)</xref></td>
		          </tr>
			      <tr>
			        <td> 5 </td>
			        <td colspan="2"> Juvenile </td>
			        <td> 25 </td>
			        <td> 79.04 </td>
			        <td> 54.04 </td>
			        <td> 25-90 </td>
			        <td> <xref ref-type="bibr" rid="CIT20">Gutiérrez (1980)</xref></td>
		          </tr>
			      <tr>
			        <td> 6 </td>
			        <td colspan="2"> Pre-adult </td>
			        <td> 79.04 </td>
			        <td> 152 </td>
			        <td> 72.96 </td>
			        <td> 90-140 </td>
			        <td> <xref ref-type="bibr" rid="CIT30">Lluch (1974)</xref>, <xref ref-type="bibr" rid="CIT20">Gutiérrez (1980)</xref></td>
		          </tr>
			      <tr>
			        <td> 7 </td>
			        <td colspan="2"> Adult </td>
			        <td> 152 </td>
			        <td> 365 </td>
			        <td> 213 </td>
			        <td> 140-200 </td>
			        <td> <xref ref-type="bibr" rid="CIT30">Lluch (1974)</xref>, <xref ref-type="bibr" rid="CIT20">Gutiérrez (1980)</xref></td>
		          </tr>
		        </tbody>
		      </table>
		  </table-wrap>
			<p>The first data input is the time duration of the first gnomonic interval, Δ<sub>1</sub>=<italic>t</italic><sub>1–0</sub>, which represents the egg stage after the moment of hatching (<italic>t</italic><sub>0</sub>). The duration of the second gnomonic stage is Δ<sub>2</sub>=α*<italic>t</italic><sub>2–1</sub>, where  is the proportionality constant, and <italic>t</italic><sub>2–1</sub> is the duration of the interval. Successive gnomonic intervals are calculated as Δ<sub><italic>i</italic></sub>=(α*<italic>t<sub>i</sub></italic><sub>–1</sub>)+ <italic>t<sub>i</sub></italic><sub>–1</sub>, where <italic>i</italic>≥3 until the ith gnomonic interval. The typical lifespan of the penaeid shrimp is a year, so <italic>t<sub>n</sub></italic>=∑<sup>n</sup><sub>i</sub><sub>=1</sub>∆<sub><italic>i</italic></sub> =365 days. <xref ref-type="bibr" rid="CIT33">Martínez-Aguilar et al. (2005)</xref> also proposed the inclusion of the durations of the observed life stages as auxiliary information to fit estimates of <italic>M</italic>-at-age or <italic>M<sub>i</sub></italic> to real data. This information is grouped to gradually obtain the best fit for the number and duration of the life stages estimated in the model, and the groupings are based on the biological characteristics of the life history stages, such as the respective habitats and predators. Therefore, the individuals that are grouped inside a gnomonic interval are assumed to be subject to the same biological and ecological conditions, which results in the same natural death rate. In our case, the duration of each life stage for each shrimp species is based on information reported in the literature (<xref ref-type="table" rid="T2">Tables 2</xref> and <xref ref-type="table" rid="T3">3</xref>). </p>
			<p>According to <xref ref-type="bibr" rid="CIT06">Caddy (1996)</xref>, each gnomonic interval has a constant proportion of the overall natural death rate (this could alternatively be expressed as a consequence of assuming that there is an equal risk of natural selection occurring in each life history stage), so the product of <italic>M<sub>i</sub></italic> and Δ<sub><italic>i</italic></sub> is a constant for all of the intervals, <italic>G</italic>=(<italic>M<sub>i</sub></italic> * Δ<sub><italic>i</italic></sub>), where <italic>G</italic> is the constant proportion of the mortality for each interval. The natural mortality rate is estimated as <italic>M<sub>i</sub></italic>=G/ <italic>θ<sub>i</sub></italic>– <italic>θ<sub>i</sub></italic><sub>–1</sub>, where <italic>θ</italic> = Δ<sub><italic>i</italic></sub>/<italic>t<sub>n</sub></italic> and represents the duration of the gnomonic interval on an annual basis. </p>
			<p>The number of individuals (<italic>N<sub>i</sub></italic>) at the beginning of each gnomonic interval is the number of survivors from the previous interval according to the relationship</p>
		<table-wrap>
		<table frame="hsides" rules="groups">
			  <tr>
			    <td width="95%"><math display='block'>
 <mrow>
  <msub>
   <mi>N</mi>
   <mrow>
    <mi>i</mi><mo>+</mo><mn>1</mn>
   </mrow>
  </msub>
  <mo>=</mo><msub>
   <mi>N</mi>
   <mi>i</mi>
  </msub>
  <mo>&#x2217;</mo><msup>
   <mi>e</mi>
   <mrow>
    <mrow><mo>(</mo>
     <mrow>
      <mo>&#x2212;</mo><msub>
       <mi>M</mi>
       <mi>i</mi>
      </msub>
      <mo>*</mo><msub>
       <mi>&#x03B8;</mi>
       <mi>i</mi>
      </msub>
      
     </mrow>
    <mo>)</mo></mrow>
   </mrow>
  </msup>
  
 </mrow>
</math>
</td>
			    <td width="5%"> </td>
		      </tr>
		  </table>
		  </table-wrap>
		  <p>where <italic>i</italic>≥2. This is the case, except for the first interval, in which the number of hatching eggs is assumed to be similar to the MLF, such that </p>
		 
		 <table-wrap>
		<table frame="hsides" rules="groups">
		    <tr>
		      <td width="95%"><math display='block'>
 <mrow>
  <msub>
   <mi>N</mi>
   <mn>1</mn>
  </msub>
  <mo>=</mo><mi>M</mi><mi>L</mi><mi>F</mi><mo>&#x2217;</mo><msup>
   <mi>e</mi>
   <mrow>
    <mrow><mo>(</mo>
     <mrow>
      <mo>&#x2212;</mo><msub>
       <mi>M</mi>
       <mi>i</mi>
      </msub>
      <mo>*</mo><msub>
       <mi>&#x03B8;</mi>
       <mi>i</mi>
      </msub>
      
     </mrow>
    <mo>)</mo></mrow>
   </mrow>
  </msup>
  
 </mrow>
</math> 
		      .
</td>
		      <td width="5%"></td>
	        </tr>
	      </table>
		  </table-wrap>
		  <p>Thus, the parameters α and <italic>G</italic> are calculated using Newton’s algorithm (<xref ref-type="bibr" rid="CIT33">Martínez-Aguilar et al. 2005</xref>), in which the  values are selected when the sum of the life stage durations is equal (<italic>t<sub>n</sub></italic>*<italic>G</italic>). Under the assumption of “stable population replacement”, <italic>N<sub>i</sub></italic> in the last gnomonic interval is equal to two (i.e. a 50% sex ratio is assumed, with identical mortalities at stage for males and females).</p>
			
		</sec>
<sec id="S2.2">
<title>Variability in the estimation of <italic>M<sub>i</sub></italic></title>
			
		  <p>The estimation of <italic>M<sub>i</sub></italic> in the gnomonic model assumes initial stability, at least for the cohort for which <italic>M</italic> is estimated. However, natural variability implies changes in both fecundity and the duration of the first life stage, which are the model input parameters, so the variability in the estimation of <italic>M<sub>i</sub></italic> is explored using changes in fecundity and the duration of the first life stage. The ranges of variation in fecundity and life stage duration are shown in <xref ref-type="table" rid="T2">Tables 2</xref> and <xref ref-type="table" rid="T3">3</xref>, respectively. </p>
		</sec>
		</sec>
<sec id="S3">
<title>RESULTS</title>
			
<sec id="S3.1">
<title>Estimation of the natural mortality by gnomonic intervals, <italic>M<sub>i</sub></italic></title>
			
		  <p>Fitting the gnomonic model to the observed data resulted in seven intervals for the three penaeid shrimp species; each interval has its own characteristics related to development and habitat. The first three intervals are planktonic, but they are differentiated by the intrinsic characteristics of the larval development. The remaining four gnomonic intervals are benthic. The first two of these intervals, the post-larvae and juvenile stages, are differentiated by their characteristics and behaviour, according to the life history stage and habitat; both are present in estuarine and coastal waters. The next two intervals, the pre-adult and adult life stages, inhabit the continental shelf and are differentiated by their behaviour and distribution, as adults commonly inhabit deeper waters and zones further from the continental shelf than pre-adults. The differences in the estimates of <italic>M<sub>i</sub></italic> can be explained by differences in the stages of development, such as behaviour, habitat use, vulnerability to predation and specific predators.</p>
			<p>The longest-lived and most fecund species was the brown shrimp (565 days, MLF=550000 eggs) followed by the blue shrimp (411 days, MLF=350000 eggs) and the white shrimp (365 days, MLF=265000). The estimates of  for the different developmental stages and species are shown in <xref ref-type="table" rid="T5">Table 5</xref>; they fit most of the <italic>M</italic> values reported in the literature (<xref ref-type="fig" rid="F1">Fig. 1A, B, C</xref>). In some cases, however, the reported value for adult brown shrimp is <italic>M</italic>=8.9 (<xref ref-type="fig" rid="F1">Fig. 1A</xref>), which is a clear overestimation.</p>
				<table-wrap id="T5">
			<label>Table 5</label>
		<caption>
			<title>Estimation of the natural mortality for the gnomonic intervals (<italic>M<sub>i</sub></italic>) using the mean duration of the first life stage (egg stage) for the species of white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>F. californiensis</italic>) shrimps, using the gnomonic model; MLF, mean lifetime fecundity ; <italic>G</italic>, constant probability of death for each interval; α, is a proportionality constant.</title>
		</caption>
		<table frame="hsides" rules="groups">
  <thead>
			      <tr>
			        <th> Longevity,
			          (days) </th>
			        <th> Intervals* </th>
			        <th> Stage </th>
			        <th> Gnomonic intervals
			          (days) </th>
			        <th> Mortality at age <br />
			          (<italic>M<sub>i</sub></italic>) </th>
			        <th> Number of individuals (<italic>N</italic><sub>i</sub>) </th>
		          </tr>
		        </thead>
			    <tbody>
			      <tr>
			        <td colspan="6"><italic>P. vannamei</italic> (MLF = 265000; G = 1.684) </td>
		          </tr>
			      <tr>
			        <td rowspan="7"> α = 4.027 <br />
			          365 </td>
			        <td> 1 </td>
			        <td> Egg </td>
			        <td> 0.54 </td>
			        <td> 1138.87 </td>
			        <td> 49147 </td>
		          </tr>
			      <tr>
			        <td> 2 </td>
			        <td> Nauplius </td>
			        <td> 2.21 </td>
			        <td> 278.28 </td>
			        <td> 9115 </td>
		          </tr>
			      <tr>
			        <td> 3 </td>
			        <td> Protozoea + Mysis </td>
			        <td> 9.25 </td>
			        <td> 66.49 </td>
			        <td> 1690 </td>
		          </tr>
			      <tr>
			        <td> 4 </td>
			        <td> Post-larvae </td>
			        <td> 13.00 </td>
			        <td> 47.31 </td>
			        <td> 314 </td>
		          </tr>
			      <tr>
			        <td> 5 </td>
			        <td> Juvenile </td>
			        <td> 54.04 </td>
			        <td> 11.38 </td>
			        <td> 58 </td>
		          </tr>
			      <tr>
			        <td> 6 </td>
			        <td> Pre-adult </td>
			        <td> 72.96 </td>
			        <td> 8.43 </td>
			        <td> 11 </td>
		          </tr>
			      <tr>
			        <td> 7 </td>
			        <td> Adult </td>
			        <td> 213.00 </td>
			        <td> 2.89 </td>
			        <td> 2 </td>
		          </tr>
			      <tr>
			        <td colspan="6"><italic>P. stylirostris</italic> (MLF = 350000; G = 1.724) </td>
		          </tr>
			      <tr>
			        <td rowspan="7"> α = 4.027<br />
			          411 </td>
			        <td> 1 </td>
			        <td> Egg </td>
			        <td> 0.58 </td>
			        <td> 1085.34 </td>
			        <td> 62382 </td>
		          </tr>
			      <tr>
			        <td> 2 </td>
			        <td> Nauplius </td>
			        <td> 0.92 </td>
			        <td> 684.24 </td>
			        <td> 11119 </td>
		          </tr>
			      <tr>
			        <td> 3 </td>
			        <td> Protozoea + Mysis </td>
			        <td> 13.50 </td>
			        <td> 46.63 </td>
			        <td> 1982 </td>
		          </tr>
			      <tr>
			        <td> 4 </td>
			        <td> Post-larvae </td>
			        <td> 21.00 </td>
			        <td> 29.98 </td>
			        <td> 353 </td>
		          </tr>
			      <tr>
			        <td> 5 </td>
			        <td> Juvenile </td>
			        <td> 46.08 </td>
			        <td> 13.66 </td>
			        <td> 63 </td>
		          </tr>
			      <tr>
			        <td> 6 </td>
			        <td> Pre-adult </td>
			        <td> 79.57 </td>
			        <td> 7.91 </td>
			        <td> 11 </td>
		          </tr>
			      <tr>
			        <td> 7 </td>
			        <td> Adult </td>
			        <td> 249.35 </td>
			        <td> 2.52 </td>
			        <td> 2 </td>
		          </tr>
			      <tr>
			        <td colspan="6"><italic>F. californiensis</italic> (MFL = 550000; G = 1.789) </td>
		          </tr>
			      <tr>
			        <td rowspan="7"> α = 4.027 <br />
			          565 </td>
			        <td> 1 </td>
			        <td> Egg </td>
			        <td> 0.58 </td>
			        <td> 1125.97 </td>
			        <td> 91900 </td>
		          </tr>
			      <tr>
			        <td> 2 </td>
			        <td> Nauplius </td>
			        <td> 1.82 </td>
			        <td> 358.83 </td>
			        <td> 15356 </td>
		          </tr>
			      <tr>
			        <td> 3 </td>
			        <td> Protozoea + Mysis </td>
			        <td> 9.60 </td>
			        <td> 68.03 </td>
			        <td> 2566 </td>
		          </tr>
			      <tr>
			        <td> 4 </td>
			        <td> Post-larvae </td>
			        <td> 20.00 </td>
			        <td> 32.65 </td>
			        <td> 429 </td>
		          </tr>
			      <tr>
			        <td> 5 </td>
			        <td> Juvenile </td>
			        <td> 58.00 </td>
			        <td> 11.26 </td>
			        <td> 72 </td>
		          </tr>
			      <tr>
			        <td> 6 </td>
			        <td> Pre-adult </td>
			        <td> 75.00 </td>
			        <td> 8.71 </td>
			        <td> 12 </td>
		          </tr>
			      <tr>
			        <td> 7 </td>
			        <td> Adult </td>
			        <td> 400.00 </td>
			        <td> 1.63 </td>
			        <td> 2 </td>
		          </tr>
		        </tbody>
		      </table>
		  </table-wrap>
		  			<fig id="F1">
				<label>Fig. 1</label>
				<caption>
				<title>Natural mortality vectors estimated for brown (<italic>F. californiensis</italic>) (A), blue (<italic>L. stylirostris</italic>) (B), and white (<italic>L. vannamei</italic>) shrimps (C) with the gnomonic model are shown in solid black circles. Independent estimations from the literature are shown in solid white circles.</title>
				</caption>
				<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="../sm80n2-4326-web-resources/image/sm4326fig1_fmt.jpeg"/>
			</fig>

       </sec>
<sec id="S3.2">
<title> Variability in <italic>M<sub>i</sub></italic></title>
			
		  <p>Based on the data reported in the literature, the variability in <italic>M<sub>i</sub></italic> associated with the variation in the duration of the egg stage was analysed (<xref ref-type="table" rid="T3">Table 3</xref>). Because the duration of the first gnomonic interval, the egg stage, is measured in hours, we considered steps of 0.5 hours within the range observed in the literature and fit these with the durations of the other stages, resulting in estimations of a mean value, standard deviation and coefficient of determination for <italic>M<sub>i</sub></italic> (<xref ref-type="table" rid="T6">Table 6</xref>).</p>
		  	<table-wrap id="T6">
			<label>Table 6</label>
		<caption>
			<title>Variation due to different egg duration stages for the white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>F. californiensis</italic>) shrimps using the gnomonic model; n, number of different egg duration stages used in the estimation; SD, standard deviation; CV, coefficient of variation.</title>
		</caption>
		<table frame="hsides" rules="groups">
  <thead>
		        <tr>
		          <th rowspan="2" colspan="2"> Gnomonic intervals </th>
		          <th colspan="3"> <italic>F. californiensis</italic> (n=5) </th>
		          <th colspan="3"> <italic>L. stylirostris</italic> (n=5) </th>
		          <th colspan="3"> <italic>L. vannamei</italic> (n=13) </th>
	            </tr>
		        <tr>
		          <th> Mean </th>
		          <th> SD </th>
		          <th> CV </th>
		          <th> Mean </th>
		          <th> SD </th>
		          <th> CV </th>
		          <th> Mean </th>
		          <th> SD </th>
		          <th> CV </th>
	            </tr>
	          </thead>
		      <tbody>
		        <tr>
		          <td> 1 </td>
		          <td> Egg </td>
		          <td> 1724.35 </td>
		          <td> 103.65 </td>
		          <td> 0.06 </td>
		          <td> 1212.71 </td>
		          <td> 62.71 </td>
		          <td> 0.051 </td>
		          <td> 884.25 </td>
		          <td> 520.64 </td>
		          <td> 0.589 </td>
	            </tr>
		        <tr>
		          <td> 2 </td>
		          <td> Nauplius </td>
		          <td> 550.59 </td>
		          <td> 10.29 </td>
		          <td> 0.018 </td>
		          <td> 761.37 </td>
		          <td> 25.29 </td>
		          <td> 0.033 </td>
		          <td> 240.46 </td>
		          <td> 95.85 </td>
		          <td> 0.399 </td>
	            </tr>
		        <tr>
		          <td> 3 </td>
		          <td> Protozoea + Mysis </td>
		          <td> 104.24 </td>
		          <td> 0.1 </td>
		          <td> 0.001 </td>
		          <td> 51.89 </td>
		          <td> 0.062 </td>
		          <td> 0.001 </td>
		          <td> 57.35 </td>
		          <td> 22.77 </td>
		          <td> 0.397 </td>
	            </tr>
		        <tr>
		          <td> 4 </td>
		          <td> Post-larvae </td>
		          <td> 50.03 </td>
		          <td> 0.05 </td>
		          <td> 0.001 </td>
		          <td> 33.36 </td>
		          <td> 0.04 </td>
		          <td> 0.001 </td>
		          <td> 40.81 </td>
		          <td> 16.2 </td>
		          <td> 0.397 </td>
	            </tr>
		        <tr>
		          <td> 5 </td>
		          <td> Juvenile </td>
		          <td> 23.27 </td>
		          <td> 0.02 </td>
		          <td> 0.001 </td>
		          <td> 15.2 </td>
		          <td> 0.018 </td>
		          <td> 0.001 </td>
		          <td> 9.82 </td>
		          <td> 3.89 </td>
		          <td> 0.396 </td>
	            </tr>
		        <tr>
		          <td> 6 </td>
		          <td> Pre-adult </td>
		          <td> 13.34 </td>
		          <td> 0.01 </td>
		          <td> 0.001 </td>
		          <td> 8.8 </td>
		          <td> 0.011 </td>
		          <td> 0.001 </td>
		          <td> 7.27 </td>
		          <td> 2.88 </td>
		          <td> 0.396 </td>
	            </tr>
		        <tr>
		          <td> 7 </td>
		          <td> Adult </td>
		          <td> 2.41 </td>
		          <td> 0 </td>
		          <td> 0.001 </td>
		          <td> 2.81 </td>
		          <td> 0.003 </td>
		          <td> 0.001 </td>
		          <td> 2.49 </td>
		          <td> 0.98 </td>
		          <td> 0.394 </td>
	            </tr>
	          </tbody>
	        </table>
	      </table-wrap>
		  </sec>
</sec>
<sec id="S4">
<title>DISCUSSION</title>
			
		  <p>Obtaining realistic estimates of the natural mortality of species with short lifespans, such as penaeid shrimp, represents a challenge for the fishery biologist. The white (<italic>L. vannamei</italic>), blue (<italic>L. stylirostris</italic>), and brown (<italic>F. californiensis</italic>) shrimps considered in this study are no exception. Though they have been intensively studied because of their commercial importance, there are still many aspects of their biology that are unknown, especially the early life stages, including their instantaneous rates of natural mortality. Independent estimates of <italic>M</italic> have been calculated in previous studies, but the majority of the literature is concentrated on the pre-adult and adult stages. The empirical equations used to estimate natural mortality were developed for adult stages and assume a constant <italic>M</italic>, and even when some authors have calculated <italic>M</italic> for juveniles, these estimates have usually been consistent with the biology of the species.</p>
			<p>The gnomonic model obtains <italic>M<sub>i</sub></italic> estimates that better represent the biological reality than other models because it differentiates realistic life stages that correspond to different behaviours and habitats used by species throughout their life histories. Furthermore, <xref ref-type="bibr" rid="CIT33">Martínez-Aguilar et al. (2005)</xref> also proposed an algorithm that allows for calibration of the life stages.&#9;</p>
			<p>The <italic>M<sub>i</sub></italic> values estimated for the three penaeid species were different, and this may be the result of their different life histories. The blue shrimp showed the lowest <italic>M<sub>i</sub></italic> values in four of the seven intervals (<xref ref-type="table" rid="T5">Table 5</xref>), and the least variation among the interspecific stages was observed in the egg and pre-adult stages (coefficient of variation [CV] = 2.5% and 4.86%, respectively; for others, CV ranged from 11% to 48.8%). The low variation in the egg stage is probably associated with its short stage duration (hours), and the pre-adult stage shrimp inhabit the continental shelf, so that stage is probably associated with relative low densities and, consequently, relative low vulnerability to predation as individuals are widely dispersed prior to their subsequent reproductive aggregation. From the nauplius to the adult stages, the CV of each <italic>M<sub>i</sub></italic> between species diminishes and continues to decrease with the duration of the stage until the pre-adult stage (<xref ref-type="fig" rid="F2">Fig. 2</xref>). We hypothesize that this tendency suggests a similar pattern of behaviour between species in relation to their habitats, in which they share similar life conditions as they age. The pattern probably only changes for the adult and egg stages because reproductive processes and conditions are different between species, an aspect that is known in the literature (<xref ref-type="bibr" rid="CIT32">Magallón and Jaquemin 1976</xref>).</p>
						<fig id="F2">
				<label>Fig. 2</label>
				<caption>
				<title>Decrement in the coefficient variation (CV) of the natural mortality at age (<italic>M<sub>i</sub></italic>) among the brown (<italic>F. californiensis</italic>), blue (<italic>L. stylirostris</italic>) and white (<italic>L. vannamei</italic>) shrimps in relation to the duration of their life stages (not including egg and pre-adult stage).</title>
				</caption>
				<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="../sm80n2-4326-web-resources/image/sm4326fig2_fmt.jpeg"/>
			</fig>
		  <p>White shrimp showed the lowest <italic>M<sub>i</sub></italic> values of the larval mean range values (<math>
 <mover accent='true'>
  <mi>M</mi>
  <mo>&#x00AF;</mo>
 </mover>
 </math><sub>1-4</sub> =382.73 year<sup>–1</sup>) as this species is probably less vulnerable to predation as a result of its rapid larval development in inshore habitats in contrast with the other two species. On the other hand, the brown shrimp lives in the offshore habitat throughout its lifecycle and showed a medium mean larval mean range value (<math>
 <mover accent='true'>
  <mi>M</mi>
  <mo>&#x00AF;</mo>
 </mover>
 </math>
<sub>1-4</sub> =396.37 year<sup>–1</sup>), which is probably associated with its life history as most of its metamorphosis occurs in the water column, where it is exposed to higher predation. Blue shrimp showed the highest <italic>M<sub>i</sub></italic> values for the mean larval stage (<math>
 <mover accent='true'>
  <mi>M</mi>
  <mo>&#x00AF;</mo>
 </mover>
 </math><sub>1-4</sub>=461.54 year<sup>–1</sup>); this is due to the second interval, or nauplius stage, which had an estimated value of <italic>M<sub>i</sub></italic>=684 year<sup>–1</sup>, almost double the values of the other species (white shrimp, <italic>M</italic><sub>4</sub>=278 year<sup>–1</sup> and brown shrimp, <italic>M</italic><sub>4</sub>=358 year<sup>–1</sup>). Blue shrimp showed a shorter duration and smaller size at this stage than the other two species (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
			<p>The blue shrimp is the dominant species in captures from the coastal zones, including the mouths of bays and estuaries (<xref ref-type="bibr" rid="CIT44">Rodríguez de la Cruz 1976</xref>, <xref ref-type="bibr" rid="CIT24">INP 2013</xref>). These zones are mostly exposed to environmental factors that contribute to higher larval mortality, including wave action and coastal currents that move larvae away from more favourable zones (<xref ref-type="bibr" rid="CIT10">Dahlberg 1979</xref>, <xref ref-type="bibr" rid="CIT49">Rumrill 1990</xref>). Furthermore, these zones serve as transit areas for the predators of penaeids. Local studies have reported predator species such as swimming crabs of the genus <italic>Callinectes</italic> and fishes, such as the snooks <italic>Centropomus robalito</italic> and <italic>C. nigrescens</italic>; the flounder <italic>Cyclopsetta panamensi</italic>; the catfish <italic>Ariopsis seemani</italic>; the snappers <italic>Lutjanus argentiventris</italic> and <italic>L. novemfasciatus</italic>; and the milkfish <italic>Chanos chanos</italic> (<xref ref-type="bibr" rid="CIT52">Sepúlveda-Medina 1981</xref>, <xref ref-type="bibr" rid="CIT02">Amezcua and Portillo 2010</xref>).</p>
			<p>Previous shrimp stock assessment studies have primarily focused on the intervals most vulnerable to the offshore trawling fishery: pre-adults and adults. The gnomonic estimated values for both stages showed low variability among the shrimp species, possibly due to the convergence of all the species in the same zone during their migration to deeper marine waters (<xref ref-type="bibr" rid="CIT12">García and Le Reste 1986</xref>). </p>
			<p>Globally, the <italic>M</italic> values reported for the adult penaeid stock varied between <italic>M</italic>=1.2 and 5.4 year<sup>–1</sup> (<xref ref-type="bibr" rid="CIT12">García and Le Reste 1986</xref>), encompassing the estimated values from the gnomonic model. The <italic>M</italic> values reported in the literature for adult Mexican Pacific shrimps ranged from 0.09 to 8.92 year<sup>–1</sup>. <xref ref-type="bibr" rid="CIT06">Caddy (1996)</xref> observed that low adult values, such as <italic>M<sub>i</sub></italic>=0.2-0.5 year<sup>–1</sup>, are possible but imply extremely high mortality in the egg and larval phases. Similarly, in accordance with <xref ref-type="bibr" rid="CIT17">Gracia (1997)</xref>, the author found that adult <italic>M</italic> values higher than 5 are excessive and incompatible with an annual species. Thus, the magnitudes of the Mi values estimated with the gnomonic model in this study appear to be reasonable and compatible with the life histories of the three shrimp species. </p>
			<p>The gnomonic model as proposed by <xref ref-type="bibr" rid="CIT06">Caddy (1996)</xref> and improved by <xref ref-type="bibr" rid="CIT33">Martínez-Aguilar et al. (2005)</xref> appears to provide biologically reasonable estimates of natural mortality during all life history stages. Fitting the estimates with independent data allowed for the identification of key life stages. Additionally, though some of the independent estimates of <italic>M</italic> for some life stages appear to be biologically inconsistent, they do not greatly affect the final estimation (even when included in the fitting process) because the pattern of the duration of time between life stages is governed by the properties of the gnomonic model, where parameter  maintains the proportionality between the duration of the different life stages. The duration of the first life stage is most critical as an input for the gnomonic model because it affects parameter α. </p>
			</sec>
			</body>
		<back>
<ack>
<title>ACKNOWLEDGEMENTS</title>
			
		  <p>F. Aranceta-Garza thanks CONACyT, IPN-BEIFI and COFAA for grants received. F. Arreguín-Sánchez thanks CONACyT for the support received through project CB-221705 and the National Polytechnic Institute for the support through project SIP-20150470 and the EDI and COFAA programmes.</p>
			
		</ack>
<ref-list>
<title>REFERENCES</title>
	 <ref id="CIT01">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> Alcántara-Razo </surname>
			   <given-names>E.</given-names>
			</name>	
			</person-group>
			<source>Índice de producción de huevos, reclutamiento reproductor y distribución de la biomasa de camarón azul <italic>Litopenaeus stylirostris</italic> en el frente costero de Agiabampo, Sonora-Sinaloa, México</source>
			  <publisher-loc> La Paz, B.C.S.</publisher-loc>
			  <publisher-name> Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas </publisher-name>
			<year>2005</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT02">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Amezcua </surname>
				   <given-names>F.</given-names>
				 </name>
				  <name>
				   <surname> Portillo </surname>
				   <given-names>A.</given-names>
				 </name>
			  </person-group>
			  <article-title> Hábitos alimenticios del lenguado panámico <italic>Cyclopsetta panamensis</italic> (Paralichthyidae) en el Sureste del Golfo de California </article-title>
			  <source> ‎Rev. Biol. Mar. Oceanogr. </source>
			  <year>2010</year>
			  <volume>45</volume>
			  <fpage>335</fpage>
			  <lpage>340</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.4067/S0718-19572010000200016">http://dx.doi.org/10.4067/S0718-19572010000200016</ext-link>
	</comment>
		</element-citation>
	</ref>
	 <ref id="CIT03">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> Andrade-Vizcaíno </surname>
			   <given-names>K.</given-names>
			</name>	
			</person-group>
			<source> Descripción del desarrollo larval del camarón blanco <italic>Litopenaeus stylirostris</italic> (Boone, 1931), y evaluación del índice de desarrollo en función del régimen de alimentación</source>
			  <publisher-loc> La Paz, B.C.S.</publisher-loc>
			  <publisher-name> Universidad Autónoma de Baja California Sur, Marine Biology Department </publisher-name>
			<year>2010</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT04">
		<element-citation publication-type="book">
			<person-group person-group-type="author">
				  <name>
				   <surname> Beverton </surname>
				   <given-names>R.J.H.</given-names>
				 </name>
				  <name>
				   <surname> Holt </surname>
				   <given-names>S.J.</given-names>
				 </name>
			  </person-group>
			  <chapter-title> A Review of the Lifespans and Mortality Rates of Fish in Nature, and Their Relation to Growth and Other Physiological Characteristics </chapter-title>
				<person-group person-group-type="editor">
				  <name>
					<surname> Wolstenholme </surname>
					<given-names>G.E.W.</given-names>
				  </name>
				  <name>
					<surname> O'Conner </surname>
					<given-names>M.</given-names>
				  </name>
			  </person-group>
		<source> The Lifespan of Animals (Colloquia on Ageing)</source>
		<year>1959</year>
		<publisher-name> John Wiley &amp; Sons, Ltd </publisher-name>
		<fpage>142</fpage>
		<lpage>180</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1002/9780470715253.ch10">http://dx.doi.org/10.1002/9780470715253.ch10</ext-link>
	</comment>
	</element-citation>
</ref>
	<ref id="CIT05">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Caddy </surname>
				   <given-names>J.F.</given-names>
				 </name>
			  </person-group>
			  <article-title> Death rates and time intervals: is there an alternative to the constant natural mortality axiom?</article-title>
			  <source> Rev. Fish Biol. Fisheries </source>
			  <year>1991</year>
			  <volume>1</volume>
			  <fpage>109</fpage>
			  <lpage>138</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1007/BF00157581">http://dx.doi.org/10.1007/BF00157581</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT06">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Caddy </surname>
				   <given-names>J.F.</given-names>
				 </name>
			  </person-group>
			  <article-title> Modelling natural mortality with age in short-lived invertebrate populations: definition of a strategy of gnomonic time division. </article-title>
			  <source> Aquat. Living Resour. </source>
			  <year>1996</year>
			  <volume>9</volume>
			  <fpage>197</fpage>
			  <lpage>207</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1051/alr:1996023">http://dx.doi.org/10.1051/alr:1996023</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT07">
		<element-citation publication-type="journal">
			<person-group person-group-type="author">
				  <name>
				   <surname> Castro-Ortiz </surname>
				   <given-names>J.</given-names>
				 </name>
				  <name>
				   <surname> Sánchez-Rojas </surname>
				   <given-names>M.</given-names>
				 </name>
			  </person-group>
			<issue-title> Memorias del Simposio sobre Biología y Dinámica Poblacional de Camarones </issue-title>
				<person-group person-group-type="editor">
				  <name>
					<surname> Castro-Aguirre </surname>
					<given-names>J.L.</given-names>
				  </name>
			  </person-group>
			  <article-title> Notas Preliminares del comportamiento y dinámica poblacional de <italic>Litopenaeus stylirostris</italic> (Stimpson 1871), en los sistemas lagunarios del centro de Sinaloa</article-title>
			  <source> Instituto Nacional de Pesca </source>
			  <year>1976</year>
			  <volume>2</volume>
			  <fpage>213</fpage>
			  <lpage>253</lpage>
		</element-citation>
	</ref>
	<ref id="CIT08">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Chávez </surname>
				   <given-names>E.A.</given-names>
				 </name>
			  </person-group>
			  <article-title> Estudio sobre la tasa de crecimiento del camarón blanco (<italic>Litopenaeus stylirostris</italic> Boone) de la región Sur del Golfo de California. </article-title>
			  <source> Cienc. Mex. XXVIII </source>
			  <year>1973</year>
			  <volume>2</volume>
			  <fpage>79</fpage>
			  <lpage>85</lpage>
		</element-citation>
	</ref>
	<ref id="CIT09">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Chávez </surname>
				   <given-names>E.A.</given-names>
				 </name>
				  <name>
				   <surname> Rodríguez de la Cruz </surname>
				   <given-names>M.C.</given-names>
				 </name>
			  </person-group>
			  <article-title> Estudios sobre el crecimiento del camarón café (<italic>Litopenaeus californiensis</italic> Holmes) del Golfo de California </article-title>
			  <source> Rev. Soc. Mex. Hist. Nat.</source>
			  <year>1971</year>
			  <volume>32</volume>
			  <fpage>111</fpage>
			  <lpage>127</lpage>
		</element-citation>
	</ref>
	<ref id="CIT10">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Dahlberg </surname>
				   <given-names>M.D.</given-names>
				 </name>
			  </person-group>
			  <article-title> A review of survival rates of fish eggs and larvae in relation to impact assessments </article-title>
			  <source> MFR </source>
			  <year>1979</year>
			  <volume>41</volume>
			  <fpage>1</fpage>
			  <lpage>12</lpage>
		</element-citation>
	</ref>
	<ref id="CIT11">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Edwards </surname>
				   <given-names>R.C.</given-names>
				 </name>
			  </person-group>
			  <article-title> Field experiments on growth and mortality of <italic>Litopenaeus stylirostris</italic> in a Mexican coastal lagoon complex </article-title>
			  <source> Estuar. Coast. Mar. Sci. </source>
			  <year>1977</year>
			  <volume>5</volume>
			  <fpage>107</fpage>
			  <lpage>121</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1016/0302-3524(77)90076-7">http://dx.doi.org/10.1016/0302-3524(77)90076-7</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT12">
	     <element-citation publication-type="book">
			<person-group person-group-type="author">
			<name>
			   <surname> Garcia </surname>
			   <given-names>S.</given-names>
			</name>	
			<name>
			   <surname> Le Reste </surname>
			   <given-names>L.</given-names>
			</name>
			</person-group>		
			<source> Ciclos vitales, dinámica, explotación y ordenación de las poblaciones de camarones peneidos costeros </source>
			<series>203 </series> 
			<year>1986</year>
			<publisher-name> FAO Doc. Téc. Pesca, </publisher-name>			
		 </element-citation>	  
	 </ref>	
	 <ref id="CIT13">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname>García-Borbón </surname>
			   <given-names>J.A.</given-names>
			</name>	
			</person-group>
			<source> Análisis de población virtual en la pesquería de camarón café (<italic>Farfantepenaeus californiesis</italic>, Holmes) en el complejo lagunar Bahía Magdalena-Almejas, Baja California Sur, México </source>
			  <publisher-loc> México </publisher-loc>
			  <publisher-name> Univ. Autónoma México, D.F., </publisher-name>
			<year>2007</year>	
		 </element-citation>			  
	</ref>	
	 <ref id="CIT14">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname>García-Borbón </surname>
			   <given-names>J.A.</given-names>
			</name>	
			</person-group>
			<source> Construcción de un modelo estructurado por edades para la determinación del inicio de temporada de captura de camarón café (<italic>Farfantepenaeus californiesis</italic>, Holmes) en Bahía Magdalena-Almejas, Baja California Sur, México. </source>
			  <publisher-loc> La Paz, B.C.S.</publisher-loc>
			  <publisher-name> Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas </publisher-name>
			<year>2009</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT15">
		<element-citation publication-type="journal">
			<person-group person-group-type="author">
				  <name>
				   <surname> García-Gómez </surname>
				   <given-names>M.</given-names>
				 </name>
			  </person-group>
			<issue-title> Memorias del Simposio sobre Biología y Dinámica Poblacional de Camarones </issue-title>
				<person-group person-group-type="editor">
				  <name>
					<surname> Castro-Aguirre </surname>
					<given-names>J.L.</given-names>
				  </name>
			  </person-group>
			  <article-title> Breve análisis de cuatro temporadas de pesca camaronera en Puerto Peñasco </article-title>
			  <source> Instituto Nacional de Pesca </source>
			  <year>1976</year>
			  <volume>2</volume>
			  <fpage>255</fpage>
			  <lpage>277</lpage>
		</element-citation>
	</ref>
	 <ref id="CIT16">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> García de Quevedo </surname>
			   <given-names>R.</given-names>
			</name>	
			</person-group>
			<source> Determinación de algunos parámetros poblacionales y producción máxima sostenible del camarón azul (<italic>Litopenaeus stylirostris</italic> Stimpson, 1881) en el Alto Golfo de California </source>
			  <publisher-loc> Ensenada, B.C., </publisher-loc>
			  <publisher-name> Universidad Autónoma de Baja California</publisher-name>
			<year>1990</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT17">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Gracia </surname>
				   <given-names>A.</given-names>
				 </name>
			  </person-group>
			  <article-title> Simulated and actual effects of the brown shrimp, <italic>Penaeus aztecus</italic>, closure in Mexico </article-title>
			  <source> MFR </source>
			  <year>1997</year>
			  <volume>59</volume>
			  <fpage>18</fpage>
			  <lpage>24</lpage>
		</element-citation>
	</ref>
	<ref id="CIT18">
		<element-citation publication-type="journal">
			<person-group person-group-type="author">
				   <surname> Garduño-Argueta </surname>
				   <given-names>H.</given-names>
			  </person-group>
			<issue-title>), Memorias del Simposio sobre Biología y Dinámica Poblacional de Camarones </issue-title>
				<person-group person-group-type="editor">
				  <name>
					<surname> Castro-Aguirre </surname>
					<given-names>J.L.</given-names>
				  </name>
			  </person-group>
			  <article-title> Primeras repoblaciones de camarón en aguas protegidas del litoral del pacífico mexicano. Resultados preliminares </article-title>
			  <source>. Instituto Nacional de Pesca</source>
			  <year>1976</year>
			  <volume>2</volume>
			  <fpage>140</fpage>
			  <lpage>152</lpage>
		</element-citation>
	</ref>
	<ref id="CIT19">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Giménez-Hurtado </surname>
				   <given-names>E.</given-names>
				 </name>
				  <name>
				   <surname> Arreguín-Sánchez </surname>
				   <given-names>F.</given-names>
				 </name>
				  <name>
				   <surname> Lluch-Cota </surname>
				   <given-names>S.E.</given-names>
				 </name>
			  </person-group>
			  <article-title> Natural Mortality Rates during Life History Stages of the Red Grouper on Campeche Bank, Mexico. </article-title>
			  <source> North Am. J. Fish. Mana. </source>
			  <year>2009</year>
			  <volume>29</volume>
			  <fpage>216</fpage>
			  <lpage>222</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1577/M06-041.1">http://dx.doi.org/10.1577/M06-041.1</ext-link>
	</comment>
		</element-citation>
	</ref>
	 <ref id="CIT20">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> Gutiérrez </surname>
			   <given-names>J.L.</given-names>
			</name>	
			</person-group>
			<source> Ecología y crecimiento de <italic>Litopenaeus stylirostris</italic> (Boone) en lagunas "Las Cabras" del sistema Chametla Teacapan, Sinaloa </source>
			  <publisher-loc> La Paz, B.C.S.</publisher-loc>
			  <publisher-name> Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas </publisher-name>
			<year>1980</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT21">
		<element-citation publication-type="book">
			<person-group person-group-type="author">
				  <name>
				   <surname> Hernández-Covarrubias </surname>
				   <given-names>V.</given-names>
				 </name>
				  <name>
				   <surname> Estrada-Navarrete </surname>
				   <given-names>F.D.</given-names>
				 </name>
				  <name>
				   <surname> Madrid-Vera </surname>
				   <given-names>J.</given-names>
				 </name>
<etal/>
			</person-group>
			  <chapter-title>2° Foro de Investigación de Camarón del Pacífico: Evaluación y manejo,</chapter-title>
				<person-group person-group-type="editor">
				<name>
				  <surname> Instituto Nacional de Pesca </surname>
				</name>
			  </person-group>
		<article-title> Fecundidad del camarón azul (<italic>Litopenaeus stylirostris</italic>) de la ribera adyacente a la boca de Baradito de la Bahía Santa María La Reforma, Sinaloa México </article-title> 
		<conf-name>2° Foro de Investigación de Camarón del Pacífico: Evaluación y manejo </conf-name> 
		<conf-date>12-13 Jun 2003</conf-date> 
			<conf-loc> Huatulco, Oax. </conf-loc> 
			<year>2003</year>	
			  <fpage>25</fpage>
	</element-citation> 
</ref>
	<ref id="CIT22">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Hernández-Covarrubias </surname>
				   <given-names>V.</given-names>
				 </name>
				  <name>
				   <surname> Muñoz-Rubí </surname>
				   <given-names>H.A.</given-names>
				 </name>
				  <name>
				   <surname> Madrid-Vera </surname>
				   <given-names>J.</given-names>
				 </name>
<etal/>
			  </person-group>
			  <article-title> Fecundidad del camarón blanco <italic>Litopenaeus stylirostris</italic> de la plataforma continental de Sinaloa, México </article-title>
			  <source> Cienc. Pesq. </source>
			  <year>2012</year>
			  <volume>20</volume>
			  <fpage>17</fpage>
			  <lpage>21</lpage>
		</element-citation>
	</ref>
	<ref id="CIT23">
	     <element-citation publication-type="book">
			<person-group person-group-type="author">
			<name>
			   <surname> INP </surname>
			</name>	
			</person-group>		
			<source> Análisis del esfuerzo pesquero – Programa de observadores a bordo de la flota camaronera de altamar en el Océano Pacífico mexicano (temporadas 2004-2005 a 2009-2010). </source>
			<year>2012</year>
			<publisher-loc> Guadalajara </publisher-loc>
			<publisher-name> Instituto Nacional de Pesca. Ediciones de la Noche. </publisher-name>			
		 </element-citation>	  
	 </ref>	
	<ref id="CIT24">
	     <element-citation publication-type="book">
			<person-group person-group-type="author">
			<name>
			   <surname> INP </surname>
			</name>	
			</person-group>		
			<source> Análisis de las capturas de camarón en la temporada 2012-2013 del litoral Pacífico. </source>
			<year>2013</year>
			<publisher-loc> México </publisher-loc>
			<publisher-name> SAGARPA. CRIP Mazatlán </publisher-name>			
		 </element-citation>	  
	 </ref>	
	<ref id="CIT25">
		<element-citation publication-type="journal">
			<person-group person-group-type="author">
				  <name>
				   <surname> Jacquemin </surname>
				   <given-names>P.P.</given-names>
				 </name>
			  </person-group>
			<issue-title> Memorias del Simposio sobre Biología y Dinámica Poblacional de Camarones </issue-title>
				<person-group person-group-type="editor">
				  <name>
					<surname> Castro-Aguirre </surname>
					<given-names>J.L.</given-names>
				  </name>
			  </person-group>
			  <article-title> Estimación de algunos parámetros poblacionales de tres especies de camarón del Pacífico mexicano </article-title>
			  <source> Instituto Nacional de Pesca </source>
			  <year>1976</year>
			  <volume>2</volume>
			  <fpage>169</fpage>
			  <lpage>189</lpage>
		</element-citation>
	</ref>
	<ref id="CIT26">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Jensen </surname>
				   <given-names>A.L.</given-names>
				 </name>
			  </person-group>
			  <article-title> Beverton and Holt life history invariants result from optimal trade-off of reproduction and survival</article-title>
			  <source> Can. J. Fish. Aquat. Sci. </source>
			  <year>1996</year>
			  <volume>53</volume>
			  <fpage>820</fpage>
			  <lpage>822</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1139/f95-233">http://dx.doi.org/10.1139/f95-233</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT27">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Kitani </surname>
				   <given-names>H.</given-names>
				 </name>
			  </person-group>
			  <article-title> Larval Development of the White Shrimp <italic>Litopenaeus stylirostris</italic> Boone Reared in the Laboratory and the Statistical Observation of its Naupliar Stages </article-title>
			  <source> Bull. Jpn. Soc. Sci. Fish. </source>
			  <year>1986 </year>
			  <volume>52</volume>
			  <fpage>1131</fpage>
			  <lpage>1139</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.2331/suisan.52.1131">http://dx.doi.org/10.2331/suisan.52.1131</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT28">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Kitani </surname>
				   <given-names>H.</given-names>
				 </name>
			  </person-group>
			  <article-title> Larval development of the blue shrimp <italic>Litopenaeus stylirostris</italic> Stimpson reared in the laboratory </article-title>
			  <source> Nippon Suisan Gakk. </source>
			  <year>1986</year>
			  <volume>52</volume>
			  <fpage>1121</fpage>
			  <lpage>1130</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.2331/suisan.52.1121">http://dx.doi.org/10.2331/suisan.52.1121</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT29">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Kitani </surname>
				   <given-names>H.</given-names>
				 </name>
				  <name>
				   <surname> Alvarado </surname>
				   <given-names>J.N.</given-names>
				 </name>
			  </person-group>
			  <article-title> The larval development of the Pacific brown shrimp <italic>Penaeus californiensis</italic> Holmes reared in the laboratory </article-title>
			  <source> Bull. Jpn. Soc. Sci. Fish. </source>
			  <year>1982</year>
			  <volume>48</volume>
			  <fpage>375</fpage>
			  <lpage>389</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.2331/suisan.48.375">http://dx.doi.org/10.2331/suisan.48.375</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT30">
	     <element-citation publication-type="book">
			<person-group person-group-type="author">
			<name>
			   <surname> Lluch </surname>
			   <given-names>D.</given-names>
			</name>	
			</person-group>		
			<source> La pesquería de camarón de Altamar en el noroeste. Un análisis biológico pesquero </source>
			<year>1974</year>
			<publisher-name> Serie Informativa INP/S1</publisher-name>			
		 </element-citation>	  
	 </ref>	
	 <ref id="CIT31">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> López-Martínez </surname>
			   <given-names>J.</given-names>
			</name>	
			</person-group>
			<source> Dinámica de la pesquería de camarón café (<italic>Penaeus californiensis</italic>) en el litoral sonorense y su relación con algunos parámetros océano-atmosféricos </source>
			  <publisher-loc> La Paz, B.C.S., </publisher-loc>
			  <publisher-name> Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas </publisher-name>
			<year>2000</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT32">
		<element-citation publication-type="journal">
			<person-group person-group-type="author">
				  <name>
				   <surname> Magallón </surname>
				   <given-names>F.</given-names>
				 </name>
				  <name>
				   <surname> Jaquemin </surname>
				   <given-names>P.</given-names>
				 </name>
			  </person-group>
			<issue-title> Memorias del Simposio sobre Biología y Dinámica Poblacional de Camarones </issue-title>
				<person-group person-group-type="editor">
				  <name>
					<surname> Castro-Aguirre J.L. </surname>
					<given-names>J.L.</given-names>
				  </name>
			  </person-group>
			  <article-title> Observaciones biológicas sobre tres especies comerciales de camarón en las costas de Sinaloa, Mex. </article-title>
			  <source> Instituto Nacional de Pesca </source>
			  <year>1976</year>
			  <volume>2</volume>
			  <fpage>1</fpage>
			  <lpage>26</lpage>
		</element-citation>
	</ref>
	<ref id="CIT33">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Martínez-Aguilar </surname>
				   <given-names>S.</given-names>
				 </name>
				  <name>
				   <surname> Arreguín-Sánchez </surname>
				   <given-names>F.</given-names>
				 </name>
				  <name>
				   <surname> Morales-Bojórquez </surname>
				   <given-names>E.</given-names>
				 </name>
			  </person-group>
			  <article-title> Natural mortality and life history stage duration of Pacific sardine (<italic>Sardinops caeruleus</italic>) based on gnomonic time divisions.</article-title>
			  <source> Fish. Res. </source>
			  <year>2005</year>
			  <volume>71</volume>
			  <fpage>103</fpage>
			  <lpage>114</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1016/j.fishres.2004.04.008">http://dx.doi.org/10.1016/j.fishres.2004.04.008</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT34">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Martínez-Aguilar </surname>
				   <given-names>S.</given-names>
				 </name>
				  <name>
				   <surname> Díaz-Uribe </surname>
				   <given-names>J.G.</given-names>
				 </name>
				  <name>
				   <surname> de Anda-Montañez </surname>
				   <given-names>J.A.</given-names>
				 </name>
<etal/>
			  </person-group>
			  <article-title> Natural mortality and life history stage duration for the jumbo squid (<italic>Dosidicus gigas</italic>) in the Gulf of California, Mexico, using the gnomonic time division </article-title>
			  <source> Cienc. Pesq. </source>
			  <year>2010</year>
			  <volume>18</volume>
			  <fpage>31</fpage>
			  <lpage>42</lpage>
		</element-citation>
	</ref>
	<ref id="CIT35">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Olguín-Palacios </surname>
				   <given-names>M.</given-names>
				 </name>
			  </person-group>
			  <article-title> Estudio de la biología del camarón café <italic>Farfantepenaeus californiensis</italic> Holmes </article-title>
			  <source> FAO Fish. Rep. </source>
			  <year>1967</year>
			  <volume>57</volume>
			  <fpage>331</fpage>
			  <lpage>356</lpage>
		</element-citation>
	</ref>
	<ref id="CIT36">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Pauly </surname>
				   <given-names>D.</given-names>
				 </name>
			  </person-group>
			  <article-title> On the interrelationships between natural mortality, growth parameters, and mean environmental temperature in 175 fish stocks </article-title>
			  <source> ICES J. Mar. Sci. </source>
			  <year>1980</year>
			  <volume>39</volume>
			  <fpage>175</fpage>
			  <lpage>192</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1093/icesjms/39.2.175">http://dx.doi.org/10.1093/icesjms/39.2.175</ext-link>
	</comment>
		</element-citation>
	</ref>
<ref id="CIT37"> 
	<element-citation publication-type="conf-paper"> 
		<person-group person-group-type="author">
			<name>
			   <surname> Prahl </surname>
			   <given-names>H.V.</given-names>
			</name>	
			<name>
			   <surname> Gardeazabal </surname>
			   <given-names>M.</given-names>
			</name>	
		</person-group>
		<article-title> Commercial culture of the blue shrimp, <italic>Litopenaeus stylirostris</italic> Stimpson in Colombia </article-title> 
		<conf-name> 8th Annual World Mariculture Society Meeting </conf-name> 
		<conf-date>9-13 January 1977</conf-date> 
			<conf-loc> San Jose, Costa Rica </conf-loc> 
			<year>1977</year>	
			  <fpage>9</fpage>
			  <lpage>13</lpage>
	</element-citation> 
</ref>
	<ref id="CIT38">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Ramírez-Rodríguez </surname>
				   <given-names>M.</given-names>
				 </name>
				  <name>
				   <surname> Arreguín-Sánchez </surname>
				   <given-names>F.</given-names>
				 </name>
			  </person-group>
			  <article-title>Life history stage duration and natural mortality for the pink shrimp <italic>Farfantepenaeus duorarum</italic> (Burkenroad, 1939) in the southern Gulf of Mexico, using the gnomonic model for time division</article-title>
			  <source> Fish. Res. </source>
			  <year>2003</year>
			  <volume>60</volume>
			  <fpage>45</fpage>
			  <lpage>51</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1016/S0165-7836(02)00064-4">http://dx.doi.org/10.1016/S0165-7836(02)00064-4</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT39">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Ramos-Cruz </surname>
				   <given-names>S.</given-names>
				 </name>
				  <name>
				   <surname> Sánchez-Meraz </surname>
				   <given-names>B.</given-names>
				 </name>
				  <name>
				   <surname> Carrasco-Ayuso </surname>
				   <given-names>F.</given-names>
				 </name>
<etal/>
			  </person-group>
			  <article-title>Estimación de la tasa de mortalidad natural de <italic>Farfantepenaeus californiensis</italic> (Holmes, 1900) y Litopenaeus stylirostris(Boone, 1931) en la zona costera del Golfo de Tehuantepec, México</article-title>
			  <source> Rev. Biol. Mar. Oceanogr. </source>
			  <year>2006</year>
			  <volume>41</volume>
			  <fpage>221</fpage>
			  <lpage>229</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.4067/S0718-19572006000200010">http://dx.doi.org/10.4067/S0718-19572006000200010</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT40">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Renfro </surname>
				   <given-names>W.C.</given-names>
				 </name>
			  </person-group>
			  <article-title> Life history stages of Gulf of Mexico brown shrimp </article-title>
			  <source> U. S. Fish and Wildl. Serv. Cir. </source>
			  <year>1964</year>
			  <volume>183</volume>
			  <fpage>94</fpage>
			  <lpage>98</lpage>
		</element-citation>
	</ref>
	<ref id="CIT41">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Ricker </surname>
				   <given-names>W.E.</given-names>
				 </name>
			  </person-group>
			  <article-title> Handbook of computations for biological statistics offish populations </article-title>
			  <source> Bull. Fish. Res. Bd. Can.</source>
			  <year>1958</year>
			  <volume>119</volume>
			  <fpage>1</fpage>
			  <lpage>300</lpage>
		</element-citation>
	</ref>
	<ref id="CIT42">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Ricker </surname>
				   <given-names>W.E.</given-names>
				 </name>
			  </person-group>
			  <article-title> Computation and interpretation of biological statistics of fish populations </article-title>
			  <source> Bull. Fish. Res. Board Can. </source>
			  <year>1975</year>
			  <volume>191</volume>
			  <fpage>382</fpage>
		</element-citation>
	</ref>
	<ref id="CIT43">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Rikhter </surname>
				   <given-names>V.A.</given-names>
				 </name>
				  <name>
				   <surname> Efanov </surname>
				   <given-names>V.N.</given-names>
				 </name>
			  </person-group>
			  <article-title> On one of the approaches to estimation of natural mortality of fish populations</article-title>
			  <source> ICNAF Res. Doc </source>
			  <year>1976</year>
			  <volume>76/VI/8</volume>
			  <fpage>1</fpage>
			  <lpage>12</lpage>
		</element-citation>
	</ref>
	<ref id="CIT44">
		<element-citation publication-type="book">
			<person-group person-group-type="author">
				  <name>
				   <surname> Rodríguez de la Cruz </surname>
				   <given-names>M.C.</given-names>
				 </name>
			  </person-group>
			<source> Memorias del Simposio sobre Biología y Dinámica Poblacional de Camarones </source>
				<person-group person-group-type="editor">
				  <name>
					<surname> Castro-Aguirre </surname>
					<given-names>J.L.</given-names>
				  </name>
			  </person-group>
			  <article-title> Sinopsis biológica de las especies del género <italic>Penaeus</italic> del Pacífico Mexicano </article-title>
			  <publ-name> Instituto Nacional de Pesca </publ-name>
			  <year>1976</year>
			  <volume>2</volume>
			  <fpage>280</fpage>
			  <lpage>314</lpage>
		</element-citation>
	</ref>
	<ref id="CIT45">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname>Rodríguez de la Cruz</surname>
				   <given-names>M.C.</given-names>
				 </name>
			  </person-group>
			  <article-title>Aspectos pesqueros del camarón de alta mar en el Pacífico Mexicano</article-title>
			  <source>Cien. Pesq.</source>
			  <year>1981</year>
			  <volume>1</volume>
			  <fpage>1</fpage>
			  <lpage>20</lpage>
			</element-citation>
			</ref>
	<ref id="CIT46">
		<element-citation publication-type="book">
			<person-group person-group-type="author">
				<name>
				  <surname> Rodríguez de la Cruz </surname>
				  <given-names>C.</given-names>
				</name>
				<name>
				  <surname> Chávez </surname>
				  <given-names>E.A.</given-names>
				</name>
			</person-group>
			  <chapter-title> La pesquería de camarón en alta mar. Pacífico de México </chapter-title>
				<person-group person-group-type="editor">
				<name>
				  <surname> Secretaria de Pesca </surname>
				</name>
			  </person-group>
		<source> XXX Aniversario del INP</source>
		<year>1994</year>
		<publisher-loc> México </publisher-loc>
		<publisher-name> Pesquerías Relevantes de México SEMARNAT </publisher-name>
		<fpage>11</fpage>
		<lpage>37</lpage>
	</element-citation>
</ref>
	 <ref id="CIT47">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> Ross-Terrazas </surname>
			   <given-names>M.A.</given-names>
			</name>	
			</person-group>
			<source> Evaluación poblacional de dos especies de camarón que sostienen la pesquería de altamar en el norte y centro del Golfo de California </source>
			  <publisher-loc> La Paz, B.C.S.</publisher-loc>
			  <publisher-name> Universidad Autónoma de Baja California Sur, Marine Biology Department </publisher-name>
			<year>1988</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT48">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Royer </surname>
				   <given-names>J.</given-names>
				 </name>
				  <name>
				   <surname> Périès </surname>
				   <given-names>P.</given-names>
				 </name>
				  <name>
				   <surname> Robin </surname>
				   <given-names>J.P.</given-names>
				 </name>
			  </person-group>
			  <article-title> Stock assessments of English Channel loliginid squids: updated depletion methods and new analytical methods </article-title>
			  <source> J. Cons. </source>
			  <year>2002</year>
			  <volume>59</volume>
			  <fpage>445</fpage>
			  <lpage>457</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1006/jmsc.2002.1203">http://dx.doi.org/10.1006/jmsc.2002.1203</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT49">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Rumrill </surname>
				   <given-names>S.S.</given-names>
				 </name>
			  </person-group>
			  <article-title> Natural mortality of marine invertebrate larvae </article-title>
			  <source> Ophelia </source>
			  <year>1990</year>
			  <volume>32</volume>
			  <fpage>163</fpage>
			  <lpage>198</lpage>
	<comment>
		<ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1080/00785236.1990.10422030">http://dx.doi.org/10.1080/00785236.1990.10422030</ext-link>
	</comment>
		</element-citation>
	</ref>
	<ref id="CIT50">
	     <element-citation publication-type="report">
			<person-group person-group-type="author">
			<name>
			   <surname> Sáenz-Martínez </surname>
			   <given-names>P.G.</given-names>
			</name>	
			<name>
			   <surname> Lluch-Belda </surname>
			   <given-names>D.</given-names>
			</name>
			</person-group>		
			<source> Análisis de una temporada de pesca de camarón azul en alta mar </source>
			<series> Serie documentos de trabajo año II, No. 28</series> 
			<year>1990</year>
			<publisher-name> Instituto Nacional de la Pesca </publisher-name>			
		 </element-citation>	  
	 </ref>	
	<ref id="CIT51">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Schafer </surname>
				   <given-names>H.</given-names>
				 </name>
			  </person-group>
			  <article-title> Advances in Pacific shrimp culture </article-title>
			  <source> G.C.F.I. Proc. </source>
			  <year>1971</year>
			  <volume>23</volume>
			  <fpage>133</fpage>
			  <lpage>138</lpage>
		</element-citation>
	</ref>
	<ref id="CIT52">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Sepúlveda-Medina </surname>
				   <given-names>A.</given-names>
				 </name>
			  </person-group>
			  <article-title> Estimación de la mortalidad natural y por pesca del camarón blanco <italic>Litopenaeus stylirostrisen</italic> el sistema lagunar Huizache–Caimanero, Sin. Durante la temporada 76–77. </article-title>
			  <source> Cienc. Pesq </source>
			  <year>1981</year>
			  <volume>1</volume>
			  <fpage>71</fpage>
			  <lpage>90</lpage>
		</element-citation>
	</ref>
	 <ref id="CIT53">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> Sepúlveda-Medina </surname>
			   <given-names>A.</given-names>
			</name>	
			</person-group>
			<source> Análisis biológico pesquero de los camarones peneidos comerciales en el Pacifico mexicano durante el periodo de veda 1974-1983</source>
			  <publisher-loc> México </publisher-loc>
			  <publisher-name> Universidad Nacional Autónoma de México </publisher-name>
			<year>1991</year>	
		 </element-citation>			  
	</ref>	
	 <ref id="CIT54">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> Sepúlveda-Medina </surname>
			   <given-names>A.</given-names>
			</name>	
			</person-group>
			<source> Dinámica poblacional de los peneidos comerciales en el alto, centro golfo de California, Topolobampo y costa occidental de la Baja California en el litoral del pacifico mexicano </source>
			  <publisher-loc> La Paz, B.C.S.</publisher-loc>
			  <publisher-name> Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas </publisher-name>
			<year>1999</year>	
		 </element-citation>			  
	</ref>	
	<ref id="CIT55">
			<element-citation publication-type="journal">
			  <person-group person-group-type="author">
				  <name>
				   <surname> Silliman </surname>
				   <given-names>R.P.</given-names>
				 </name>
			  </person-group>
			  <article-title> Studies on the Pacific Pilchard or Sardine (<italic>Sardinops caerulea</italic>): A Method of Computing Mortalities and Replacements </article-title>
			  <source>. U.S. Fish and Wildl. Serv., Spec. Sci. Rept. </source>
			  <year>1943</year>
			  <volume>24</volume>
			  <fpage>10</fpage>
		</element-citation>
	</ref>
	 <ref id="CIT56">
		  <element-citation publication-type="thesis">
			<person-group person-group-type="author">
			<name>
			   <surname> Torres-Acuña </surname>
			   <given-names>I.</given-names>
			</name>	
			</person-group>
			<source> Bioenergética de larvas zoea de camarón blanco <italic>Litopenaeus stylirostris</italic> alimentadas con diferentes raciones de microalga <italic>Phaeodactylum tricornutum</italic></source>
			  <publisher-loc> Michoacán </publisher-loc>
			  <publisher-name> Universidad Michoacana de San Nicolas de Hidalgo </publisher-name>
			<year>2008</year>	
		 </element-citation>			  
	</ref>	

</ref-list>
</back>
</article>