{"id":5109,"date":"2023-04-03T11:49:25","date_gmt":"2023-04-03T18:49:25","guid":{"rendered":"https:\/\/blogs.oregonstate.edu\/gemmlab\/?p=5109"},"modified":"2023-04-03T11:49:25","modified_gmt":"2023-04-03T18:49:25","slug":"the-road-to-candidacy-is-paved-with-knowledge","status":"publish","type":"post","link":"https:\/\/blogs.oregonstate.edu\/gemmlab\/2023\/04\/03\/the-road-to-candidacy-is-paved-with-knowledge\/","title":{"rendered":"<strong>The road to candidacy is paved with knowledge<\/strong>"},"content":{"rendered":"\n<p><strong>By\u00a0<\/strong><a href=\"https:\/\/mmi.oregonstate.edu\/people\/lisa-hildebrand\"><strong>Lisa Hildebrand<\/strong><\/a><strong>, PhD student, OSU Department of Fisheries, Wildlife,\u00a0&amp; Conservation Sciences,\u00a0<\/strong><a href=\"https:\/\/mmi.oregonstate.edu\/gemm-lab\"><strong>Geospatial Ecology of Marine Megafauna Lab<\/strong><\/a><\/p>\n\n\n\n<p>As I sat down to write this blog, I realized that it is the first post I have written in 2023! This is largely because I have spent the last seven weeks preparing for (and partly taking) my PhD qualifying exams, an academic milestone that involves written and oral exams prepared by each committee member for the student. The point of the qualifying exams is for the student\u2019s committee to determine the student\u2019s understanding of their major field, particularly where and what the limits of that understanding are, and to assess the student\u2019s capability for research. How do you prepare for these exams? Reading.\u00a0<em>Lots<\/em>\u00a0of reading and synthesis of the collective materials assigned by each committee member. My dissertation research covers a broad range of Pacific Coast Feeding Group (PCFG) gray whale ecology, such as space use, oceanography, foraging theory and behavioral responses to anthropogenic activities. Accordingly, my assigned reading lists were equally broad and diverse. For today\u2019s blog, I am going to share some of the papers that have stuck with me and muse about how these topics relate to my study system, the Pacific Coast Feeding Group (PCFG) of gray whales.<\/p>\n\n\n\n<p><em>Space use &amp; home range<\/em><\/p>\n\n\n\n<p>For decades, ecologists have been interested in defining an animal\u2019s use of space through time, often referred to as an animal\u2019s home range. The seminal definition of a home range comes from Burt (1943) who outlined it as \u201cthe area traversed by an individual in its normal activities of food gathering, mating, and caring for young.\u201d. I like this definition of a home range because it is biologically grounded and based on an animal\u2019s requirements. However, quantifying an animal\u2019s home range based on this definition is harder than it may sound. In an ideal world, it could be achieved if we were able to collect location data that is continuous (i.e., one location per second), long-term (i.e., at least half the lifespan of an animal) and precise (i.e., correct to the nearest meter) together with behavior for an individual. However, a device that could collect such data, particularly for a baleen whale, does not currently exist. Instead, we must use discontinuous (i.e., one location per hour, day or month) and\/or short-term (i.e., &lt;1 year) data with variable precision to calculate animal home ranges. A very common and simple analytical method that is used to calculate an animal\u2019s home range is the minimum convex polygon (MCP). MCP draws the smallest polygon around points with all interior angles less than 180\u00ba. While this method is appealing and widely used, it often overestimates the home range by including areas not used by an animal at all (Figure 1).<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-03-31-at-3.40.34-PM.png\"><img loading=\"lazy\" decoding=\"async\" width=\"985\" height=\"263\" src=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-03-31-at-3.40.34-PM.png\" alt=\"\" class=\"wp-image-5110\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-03-31-at-3.40.34-PM.png 985w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-03-31-at-3.40.34-PM-300x80.png 300w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-03-31-at-3.40.34-PM-768x205.png 768w\" sizes=\"auto, (max-width: 985px) 100vw, 985px\" \/><\/a><figcaption class=\"wp-element-caption\"><strong>Figure 1.<\/strong>\u00a0(a) 10 point locations where an individual was observed; (b) the home range as determined by the minimum convex polygon method; (c) the red path shows the movements the animal actually took. Note the large white area in (c) where the animal never went even though it is considered part of the animal\u2019s home range.<\/figcaption><\/figure>\n\n\n\n<p>This example is just one of many where home range estimators inaccurately describe an animal\u2019s space use. However, this does not mean that we should not attempt to make our best approximations of an animal\u2019s home range using the tools and data we have at our disposal. Powell &amp; Mitchell perfectly summarized this sentiment in their 2012 paper: \u201cUnderstanding animal\u2019s home ranges will be a messy, irregular, complex process and the results will be difficult to map. We must embrace this messiness as it simply represents the real behaviors of animals in complex and variable environments.\u201d. For my second dissertation chapter, I am investigating individual PCFG gray whale space use patterns by calculating activity centers and ranges. The activity center is simply the geographic center of all points of observation (Hayne, 1949) and the range is the distance from the activity center to the most distant point of observations in either poleward direction. While the actual activity center is probably relatively meaningless to a whale, we hope that by calculating these metrics we can identify different strategies of space use that individuals employ to meet their energetic requirements (Figure 2).<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/GRANITE_meeting_map.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"922\" src=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/GRANITE_meeting_map-1024x922.png\" alt=\"\" class=\"wp-image-5112\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/GRANITE_meeting_map-1024x922.png 1024w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/GRANITE_meeting_map-300x270.png 300w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/GRANITE_meeting_map-768x691.png 768w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/GRANITE_meeting_map-1536x1382.png 1536w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/GRANITE_meeting_map-2048x1843.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><strong>Figure 2.<\/strong> Sightings of nine different PCFG individuals across our GRANITE study area. Each circle represents a location where an individual was sighted and circles are color-coded by year. Plotting the raw data of sighting histories of these individuals hints at patterns in space use by different individuals, which I will explore further in my second dissertation chapter.<\/figcaption><\/figure>\n<\/div>\n\n\n<p><em>Non-stationary responses to oceanography<\/em><\/p>\n\n\n\n<p>Collecting spatiotemporally overlapping predator-prey datasets at the appropriate scales is notoriously challenging in the marine environment. As a result, marine ecologists often try to find patterns between marine species and oceanographic and\/or environmental covariates, as these can sometimes be easier to sample and thus make marine species predictions simpler. This approach has been applied successfully in hundreds, if not thousands, of studies (e.g., Barlow et al., 2020; Derville et al., 2022). Unfortunately, these relationships are not always proving to be stable over time, a phenomenon called non-stationarity. For example, Schmidt et al. (2014) showed that the reproductive successes of Brandt\u2019s cormorants and Cassin\u2019s auklets on southeast Farallon Island were positively correlated with each other from 1975 to 1995 and were associated with negative El Ni\u00f1o-Southern Oscillation. However, around the mid-1990s this relationship broke down and by 2002, the reproductive successes of the two species were significantly negatively correlated (Figure 3). Furthermore, the relationships between reproductive success and most physical oceanographic conditions became highly variable from year to year and were non-stationary. Thus, if the authors continued to use the relationships defined early on in the study (1975-1995) to predict seabird reproductive success relative to ocean conditions from 2002-2012, their predictions would have been completely wrong. After reading this study, I thought a lot about what the oceanographic conditions have been since the GEMM Lab started studying PCFG gray whales vs. the years prior. Leigh launched the <a href=\"https:\/\/mmi.oregonstate.edu\/gemm-lab\/granite-gray-whale-response-ambient-noise-informed-technology-ecology\" target=\"_blank\" rel=\"noreferrer noopener\">GRANITE<\/a> project in 2016, right at the tail end of the record marine heatwave in the Pacific, known as \u201cthe Blob\u201d. While we do not have as long of a dataset as the Schmidt et al. (2014) study, I wonder whether we might find non-stationary responses between PCFG gray whales and environmental and\/or oceanographic variables, given how the effects of the Blob lingered for a long time and we may have captured the central Oregon coast environment shifting from \u2018weird to normal\u2019. Non-stationarity is something I will at least keep in mind when I am working on my third dissertation chapter which will investigate the environmental and oceanographic drivers of PCFG gray whale space use strategies.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-04-03-at-11.05.55-AM.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"828\" src=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-04-03-at-11.05.55-AM-1024x828.png\" alt=\"\" class=\"wp-image-5111\" srcset=\"https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-04-03-at-11.05.55-AM-1024x828.png 1024w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-04-03-at-11.05.55-AM-300x243.png 300w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-04-03-at-11.05.55-AM-768x621.png 768w, https:\/\/osu-wams-blogs-uploads.s3.amazonaws.com\/blogs.dir\/2115\/files\/2023\/04\/Screen-Shot-2023-04-03-at-11.05.55-AM.png 1234w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><strong>Figure <\/strong>3. Figure and caption taken from Schmidt et al. (2014).<\/figcaption><\/figure>\n<\/div>\n\n\n<p>There are so many more studies and musings that I could write about. I keep being told by others who have been through this qualifying exam process that this is the smartest I am ever going to be, and I finally understand what they mean. After spending almost two months in my own little study world, my research, and where it fits within the complex web of ecological knowledge, has snapped into hyperfocus. I can see clearly where past research will guide me and where I am blazing a new trail of things never attempted before. While I still have the oral portion of my exams before me (in fact, it\u2019s tomorrow!), I am already giddy with excitement to switch back to analyzing data and making progress on my dissertation research.<\/p>\n\n\n\n<p><em>Did you enjoy this blog? Want to learn more about marine life, research, and conservation? Subscribe to our blog and get a weekly message when we post a new blog. Just add your name and email into the subscribe box below.<\/em><\/p>\n\n\n<div class=\"emaillist\" id=\"es_form_f1-n1\"><form action=\"\/gemmlab\/wp-json\/wp\/v2\/posts\/5109#es_form_f1-n1\" method=\"post\" class=\"es_subscription_form es_shortcode_form  es_ajax_subscription_form\" id=\"es_subscription_form_69d007e57963f\" data-source=\"ig-es\" data-form-id=\"1\"><div class=\"es-field-wrap\"><label>Name*<br \/><input type=\"text\" name=\"esfpx_name\" class=\"ig_es_form_field_name\" placeholder=\"\" value=\"\" required=\"required\" \/><\/label><\/div><div class=\"es-field-wrap ig-es-form-field\"><label class=\"es-field-label\">Email*<br \/><input class=\"es_required_field es_txt_email ig_es_form_field_email ig-es-form-input\" type=\"email\" name=\"esfpx_email\" value=\"\" placeholder=\"\" required=\"required\" \/><\/label><\/div><input type=\"hidden\" name=\"esfpx_lists[]\" value=\"e75fbcad40a2\" \/><input type=\"hidden\" name=\"esfpx_form_id\" value=\"1\" \/><input type=\"hidden\" name=\"es\" value=\"subscribe\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_form_identifier\" value=\"f1-n1\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_email_page\" value=\"5109\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es_email_page_url\" value=\"https:\/\/blogs.oregonstate.edu\/gemmlab\/2023\/04\/03\/the-road-to-candidacy-is-paved-with-knowledge\/\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_status\" value=\"Unconfirmed\" \/>\n\t\t\t<input type=\"hidden\" name=\"esfpx_es-subscribe\" id=\"es-subscribe-69d007e57963f\" value=\"efc1af355e\" \/>\n\t\t\t<label style=\"position:absolute;top:-99999px;left:-99999px;z-index:-99;\" aria-hidden=\"true\"><span hidden>Please leave this field empty.<\/span><input type=\"email\" name=\"esfpx_es_hp_email\" class=\"es_required_field\" tabindex=\"-1\" autocomplete=\"-1\" value=\"\" \/><\/label><input type=\"submit\" name=\"submit\" class=\"es_subscription_form_submit es_submit_button es_textbox_button\" id=\"es_subscription_form_submit_69d007e57963f\" value=\"Subscribe\" \/><span class=\"es_spinner_image\" id=\"spinner-image\"><img decoding=\"async\" src=\"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-content\/plugins\/email-subscribers\/lite\/public\/images\/spinner.gif\" alt=\"Loading\" \/><\/span><\/form><span class=\"es_subscription_message \" id=\"es_subscription_message_69d007e57963f\" role=\"alert\" aria-live=\"assertive\"><\/span><\/div>\n\n\n\n<p class=\"has-small-font-size\"><strong><u>References<\/u><\/strong><\/p>\n\n\n\n<p class=\"has-small-font-size\">\ufeffBarlow, D.R., Bernard, K.S., Escobar-Flores, P., Palacios, D.M., Torres, L.G. 2020. Links in the trophic chain: modeling functional relationships between in situ oceanography, krill, and blue whale distribution under different oceanographic regimes. Marine Ecology Progress Series 642: 207\u2212225.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">Burt, W.H. 1943. Territoriality and home range concepts as applied to mammals. Journal of Mammalogy 24(3): 346-352. https:\/\/doi.org\/10.2307\/1374834<\/p>\n\n\n\n<p class=\"has-small-font-size\">Derville, S., Barlow, D.R., Hayslip, C., Torres, L.G. 2022. Seasonal, annual, and decadal distribution of three rorqual whale species relative to dynamic ocean conditions off Oregon, USA. Frontiers in Marine Science 9. https:\/\/doi.org\/10.3389\/fmars.2022.868566<\/p>\n\n\n\n<p class=\"has-small-font-size\">Hayne, D.W. 1949. Calculation of size of home range. Journal of Mammalogy 30(1): 1-18.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">Powell, R.A., Mitchell, M.S. 2012. What is a home range? Journal of Mammalogy 93(4): 948-958. https:\/\/doi.org\/10.1644\/11-MAMM-S-177.1<\/p>\n\n\n\n<p class=\"has-small-font-size\">Schmidt, A.E., Botsford, L.W., Eadie, J.M., Bradley, R.W., Di Lorenzo E., Jahncke, J. 2014. Non-stationary seabird responses reveal shifting ENSO dynamics in the northeast Pacific. Marine Ecology Progress Series 499: 249-258. https:\/\/doi.org\/10.3354\/meps10629<\/p>\n","protected":false},"excerpt":{"rendered":"<p>By\u00a0Lisa Hildebrand, PhD student, OSU Department of Fisheries, Wildlife,\u00a0&amp; Conservation Sciences,\u00a0Geospatial Ecology of Marine Megafauna Lab As I sat down to write this blog, I realized that it is the first post I have written in 2023! This is largely because I have spent the last seven weeks preparing for (and partly taking) my PhD &hellip; <a href=\"https:\/\/blogs.oregonstate.edu\/gemmlab\/2023\/04\/03\/the-road-to-candidacy-is-paved-with-knowledge\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\"><strong>The road to candidacy is paved with knowledge<\/strong><\/span><\/a><\/p>\n","protected":false},"author":9218,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[1],"tags":[677522,635445,634945,1237710,513,148762,155,1310579],"class_list":["post-5109","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-foraging-ecology","tag-gemm-lab","tag-gray-whales","tag-lisa-hildebrand","tag-marine-mammals","tag-oregon-coast","tag-oregon-state-university","tag-pacific-coast-feeding-group"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts\/5109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/users\/9218"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/comments?post=5109"}],"version-history":[{"count":1,"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts\/5109\/revisions"}],"predecessor-version":[{"id":5113,"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/posts\/5109\/revisions\/5113"}],"wp:attachment":[{"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/media?parent=5109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/categories?post=5109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.oregonstate.edu\/gemmlab\/wp-json\/wp\/v2\/tags?post=5109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}