{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"0ab0ae67b985","filters":{"venue":"Journal of Aquaculture Research & Development"}},"results":[{"id":"W2103394869","doi":"10.4172/2155-9546.1000234","title":"Fish Nutrition and Current Issues in Aquaculture: The Balance in Providing Safe and Nutritious Seafood, in an Environmentally Sustainable Manner","year":2014,"lang":"en","type":"article","venue":"Journal of Aquaculture Research & Development","topic":"Aquaculture Nutrition and Growth","field":"Agricultural and Biological Sciences","cited_by":157,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Aquaculture; Sustainability; Business; Food security; Biotechnology; Production (economics); Fish meal; Fish farming; Food processing; Natural resource economics; Fish <Actinopterygii>; Fishery; Biology; Agriculture; Ecology; Food science; Economics","authors":[{"name":"Stefanie M. Hixson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02555818262273935,"gpt":0.2983190017930252,"spread":0.2727608191702858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002834488,0.000207047,0.0003371168,0.0001274582,0.0002658162,0.0002458832,0.0003165662,0.0001521212,0.00002294809],"category_scores_gemma":[0.0001754281,0.00008094709,0.00004091335,0.0006378793,0.0001557075,0.0005950441,0.0001345355,0.000905372,0.000002338471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002788698,"about_ca_system_score_gemma":0.00002954111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001096758,"about_ca_topic_score_gemma":0.002891829,"domain_scores_codex":[0.9971089,0.0006546385,0.0005971374,0.0003381253,0.0007216712,0.0005794828],"domain_scores_gemma":[0.99922,0.0001911717,0.0001509163,0.00005494256,0.0001878041,0.0001952089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002006016,0.009548473,0.4559607,0.001599916,0.00008627227,0.0007524601,0.03532305,0.00003182819,0.1944643,0.006794809,0.02533397,0.2680982],"study_design_scores_gemma":[0.002314067,0.0006037527,0.5525268,0.00074511,0.000004556184,0.00009363449,0.01398659,0.00005868339,0.003567433,0.003154088,0.4226333,0.0003119559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817316,0.003606309,0.000002425107,0.0137763,0.00002136845,0.0007314026,0.000005293005,0.000006304962,0.0001189914],"genre_scores_gemma":[0.9935873,0.005252697,0.0004852627,0.0002084725,0.0002040391,0.00007197605,0.000035352,0.000002672436,0.0001522724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3972994,"threshold_uncertainty_score":0.3933441,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2335373246","doi":"10.4172/2155-9546.s2-003","title":"Defence against the Dark Arts: Mechanisms of Resistance among Salmon to the Parasitic Copepod Lepeophtheirus salmonis","year":2013,"lang":"en","type":"article","venue":"Journal of Aquaculture Research & Development","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph; Fisheries and Oceans Canada","funders":"","keywords":"Lepeophtheirus; Copepod; Biology; Resistance (ecology); Fishery; Fish <Actinopterygii>; Ecology; Aquaculture; Zoology; Crustacean","authors":[{"name":"Simon R. M. Jones","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03183721992710504,"gpt":0.3460733659677487,"spread":0.3142361460406436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002343501,0.0001620881,0.0002286765,0.00007824429,0.0006997826,0.00009091012,0.00101342,0.00009400948,0.0004942538],"category_scores_gemma":[0.0004886046,0.00007732104,0.00009938748,0.0005221327,0.0003845467,0.0003016914,0.0001867217,0.0007610465,0.000689687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003472809,"about_ca_system_score_gemma":0.0001301653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000139016,"about_ca_topic_score_gemma":0.0006718381,"domain_scores_codex":[0.9972801,0.0003915206,0.0005809968,0.0002158321,0.00106286,0.0004686662],"domain_scores_gemma":[0.9984529,0.000481233,0.0002989519,0.0003119159,0.0002450952,0.0002098736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006002862,0.000910901,0.08826615,0.00005030596,0.0006353856,0.0001755446,0.02563272,0.001636856,0.5367765,0.001483914,0.3115933,0.03223811],"study_design_scores_gemma":[0.0002241734,0.0002191501,0.834723,0.0002268443,0.00001603131,0.00007747037,0.003720378,0.00001320006,0.07429199,0.002003181,0.08428523,0.0001993588],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815651,0.0002223914,0.0009926967,0.00698736,0.0001813487,0.0006143697,0.000004853262,0.000006398974,0.009425485],"genre_scores_gemma":[0.9925983,0.0001257192,0.004030889,0.0003973898,0.00005121627,0.00005991617,0.000001998175,0.00001002743,0.00272456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7464569,"threshold_uncertainty_score":0.8864761,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2313460179","doi":"10.4172/2155-9546.1000155","title":"Growth, Reproduction and Sex Ratios in Oreochromis Andersonii (Castelnau, 1861) Fed with Varying Levels of 17α-Methyl Testosterone","year":2012,"lang":"en","type":"article","venue":"Journal of Aquaculture Research & Development","topic":"Reproductive biology and impacts on aquatic species","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"International Development Research Centre","keywords":"Reproduction; Biology; Testosterone (patch); Zoology; Sexual reproduction; Ecology; Endocrinology","authors":[{"name":"Kefi AS","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0573739923071456,"gpt":0.334271995748547,"spread":0.2768980034414015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003223842,0.0001569874,0.0002982249,0.0001989998,0.0001153159,0.00002476303,0.0001428735,0.0001449887,0.00002384925],"category_scores_gemma":[0.001039034,0.0001026566,0.00003386045,0.0002589921,0.0002478515,0.00004928876,0.00008916733,0.0003477293,0.000001682891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008085925,"about_ca_system_score_gemma":0.0003232308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001161757,"about_ca_topic_score_gemma":0.00001271163,"domain_scores_codex":[0.9981272,0.0003158445,0.0004650081,0.0002802958,0.0004336188,0.0003780356],"domain_scores_gemma":[0.9987503,0.00005428737,0.0002731472,0.0002001813,0.0005735527,0.0001484922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008404491,0.0002364173,0.06017869,0.00007000542,0.0002245326,0.000007805178,0.003654727,0.000004467828,0.9254087,0.0000208575,0.0009216709,0.00843164],"study_design_scores_gemma":[0.001030678,0.001106938,0.1633536,0.0001008906,0.00001006055,0.0003696091,0.001454914,7.597752e-7,0.8288478,0.00004125798,0.003544529,0.0001389942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955415,0.002524734,0.0004908429,0.000673054,0.0000723437,0.0002494489,0.000001994785,0.000001948966,0.0004441809],"genre_scores_gemma":[0.9913081,0.000517019,0.007302069,0.00002910239,0.0002949049,0.000006304922,0.000006749629,0.0000124207,0.0005233428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1031749,"threshold_uncertainty_score":0.4186215,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2554363235","doi":"10.4172/2155-9546.1000451","title":"Evaluation of Three External Marking Methods of Farmed Atlantic Salmon for the Future Use of Differentiating it From Wild Atlantic Salmon","year":2016,"lang":"en","type":"article","venue":"Journal of Aquaculture Research & Development","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fisheries and Oceans Canada","keywords":"Fishery; Biology; Aquaculture; Fish <Actinopterygii>","authors":[{"name":"Atle Mortensen","is_ca":false},{"name":"Øyvind J. Hansen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1116010916266784,"gpt":0.3784891855327983,"spread":0.2668880939061198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008695911,0.000151125,0.0003933505,0.0001168314,0.0002240048,0.00001956953,0.0004688914,0.0000965283,0.0003802233],"category_scores_gemma":[0.001155991,0.00007452616,0.0001340184,0.0002300919,0.0002461292,0.0002481248,0.0003697335,0.0002454028,0.000002961159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836392,"about_ca_system_score_gemma":0.00009009925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001441979,"about_ca_topic_score_gemma":0.001875303,"domain_scores_codex":[0.9961466,0.0006843019,0.0008186821,0.0002018911,0.001824645,0.0003239061],"domain_scores_gemma":[0.9968503,0.00162445,0.0008308194,0.0001859756,0.0004502262,0.00005821884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005874748,0.0003288609,0.6667488,0.0001409597,0.001364499,0.000005501373,0.003219306,0.0002138723,0.1128498,0.0001008514,0.01073291,0.2037071],"study_design_scores_gemma":[0.001076569,0.0001833502,0.9780948,0.000496179,0.0002497264,0.00000373674,0.0007957737,0.000425238,0.01284898,0.001241811,0.004480639,0.0001031601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754161,0.0003712789,0.0205451,0.002642756,0.0002175735,0.0006793221,0.000004674693,0.000002995193,0.0001202443],"genre_scores_gemma":[0.9522801,0.000810206,0.04666034,0.00002977101,0.00009935973,0.00002634719,0.000002553725,0.00001078999,0.0000805223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.311346,"threshold_uncertainty_score":0.4163179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4213154825","doi":"10.4172/2155-9546.1000110","title":"Infectious Salmon Anaemia Virus (ISAV) Ringtest: Validation of the ISAV Diagnositic Process using Virus-spiked Fish Tissues and ISAV TaqMan® Real-time RT-PCR","year":2011,"lang":"en","type":"article","venue":"Journal of Aquaculture Research & Development","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"TaqMan; Hatchery; Virology; Virus; Biology; Fish <Actinopterygii>; Veterinary medicine; Fishery; Real-time polymerase chain reaction; Medicine; Gene; Biochemistry","authors":[{"name":"Frederick S.B. Kibenge","is_ca":true},{"name":"Molly Kibenge","is_ca":true},{"name":"Elmabrok Masaoud","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03900638531482513,"gpt":0.3120679531584581,"spread":0.273061567843633,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001428251,0.0003184089,0.0005150682,0.0003368028,0.0005534183,0.00007508266,0.0005761352,0.0002966525,0.0004064867],"category_scores_gemma":[0.0003233988,0.00020728,0.0001497587,0.000560513,0.0004162047,0.0003689258,0.0003210459,0.0007575148,0.0001078749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002461204,"about_ca_system_score_gemma":0.0003584294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002125272,"about_ca_topic_score_gemma":0.0001176042,"domain_scores_codex":[0.9973615,0.0005400477,0.0008267186,0.0003437245,0.0003430681,0.0005849436],"domain_scores_gemma":[0.9979674,0.0001276439,0.0006400723,0.0002632244,0.0008979918,0.0001037048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004549331,0.0007147315,0.01467454,0.0002834499,0.0009302726,0.00006947554,0.01639747,0.00001722337,0.9442601,0.0001044109,0.01933488,0.002758537],"study_design_scores_gemma":[0.001631724,0.0003623155,0.05433751,0.0006906568,0.0002379516,0.0002173569,0.001672932,0.000003173666,0.9190114,0.0002760562,0.02117798,0.0003809071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963384,0.00107393,0.00002855871,0.0001780942,0.0002321588,0.0006170442,0.00002802458,0.0000260883,0.001477688],"genre_scores_gemma":[0.9971585,0.001036107,0.0005121481,0.00007967965,0.00008356998,0.00001731895,0.00004896556,0.00003367065,0.001030088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03966297,"threshold_uncertainty_score":0.8452635,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2518934568","doi":"","title":"Governance of aquaculture in Canada: Regulation, property rights and constitutional impediments","year":2015,"lang":"en","type":"article","venue":"Journal of Aquaculture Research & Development","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Corporate governance; Property rights; Business; Aquaculture; Environmental planning; Environmental resource management; Natural resource economics; Law and economics; International trade; Political science; Fishery; Fish <Actinopterygii>; Biology; Law; Geography; Economics; Finance","authors":[{"name":"Phillip Saunders Q C","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02736593925850441,"gpt":0.2658458371504233,"spread":0.2384798978919188,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203116,0.000115754,0.0002053477,0.00005014768,0.00008589097,0.00002804054,0.0002400205,0.00003787022,0.0001400003],"category_scores_gemma":[0.000112489,0.00006336408,0.00002206261,0.0003302087,0.0003879092,0.0003477857,0.000745702,0.0002819063,0.00000894163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001828029,"about_ca_system_score_gemma":0.001149629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1461423,"about_ca_topic_score_gemma":0.3973044,"domain_scores_codex":[0.9972677,0.00009232084,0.0004908626,0.0001713747,0.001706422,0.00027127],"domain_scores_gemma":[0.9992594,0.00002592263,0.000208344,0.0000868071,0.000199255,0.0002202459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008008907,0.0008094881,0.179683,0.0001582715,0.0002690581,0.0005552114,0.007300201,0.002442144,0.006325847,0.01560877,0.6731072,0.1129399],"study_design_scores_gemma":[0.001800113,0.0001665215,0.3149228,0.0002081319,0.000009863568,0.0001035098,0.0008122032,0.00008062422,0.004437803,0.00542851,0.6717917,0.0002381331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934985,0.0006981572,0.0006434321,0.005969361,0.0003410783,0.0009917035,0.00001631621,0.000007269987,0.05634763],"genre_scores_gemma":[0.9924498,0.00006119021,0.002738095,0.0000421544,0.00003195473,0.000005845878,0.000003985421,0.000003261217,0.004663674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.251162,"threshold_uncertainty_score":0.8595436,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}