{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"4c904f3d26ea","filters":{"venue":"143rd Annual Meeting of the American Fisheries Society"}},"results":[{"id":"W2739101959","doi":"","title":"Atlantic Salmon (Salmo salar) Habitat Quality and Uncertainty Assessment Using Fuzzy Logic Modeling Applied On the Romaine River (Canada)","year":2013,"lang":"en","type":"article","venue":"143rd Annual Meeting of the American Fisheries Society","topic":"Fish Ecology and Management Studies","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":"Salmo; Fuzzy logic; Fishery; Habitat; Quality assessment; Quality (philosophy); Environmental science; Computer science; Environmental resource management; Fish <Actinopterygii>; Ecology; Artificial intelligence; Biology; Engineering; Operations management","authors":[{"name":"Julien Mocq","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02024382937043686,"gpt":0.2445383381049903,"spread":0.2242945087345534,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005348407,0.0003233878,0.0003501502,0.0005051678,0.001139048,0.001252889,0.0006474806,0.000514404,0.000603996],"category_scores_gemma":[0.001156827,0.0002710419,0.000621817,0.0005759803,0.0004058016,0.0003407693,0.000318735,0.0003213235,0.00005996605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01007005,"about_ca_system_score_gemma":0.008200768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9531008,"about_ca_topic_score_gemma":0.9505145,"domain_scores_codex":[0.9998679,0.00003106889,0.000006836068,0.00002588921,0.00003529993,0.0000330148],"domain_scores_gemma":[0.9995856,0.000167915,0.00003857984,0.00001048743,0.0001624037,0.00003502716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006312059,0.00004821059,0.03209312,0.0000146842,0.00004981155,0.00009933483,0.0001089257,0.9590667,0.0007610446,0.0007266477,0.0003519327,0.006616502],"study_design_scores_gemma":[0.000004761831,0.00001274974,0.008470755,0.00000397669,0.00001525615,0.000007485626,0.0001067198,0.9908929,0.0001510634,0.0002207101,0.0001033662,0.00001014828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893346,0.00006484365,0.008475792,0.0001344321,0.000005616781,0.00002353264,0.0001948016,0.00004117534,0.001725207],"genre_scores_gemma":[0.9959187,0.00003984873,0.002890492,0.000008928594,0.000001338291,0.000009267036,0.00008641688,0.000004458883,0.001040673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0468992,"threshold_uncertainty_score":0.09435076,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2735618032","doi":"","title":"Nserc Canadian Network for Aquatic Ecosystem Services","year":2013,"lang":"en","type":"article","venue":"143rd Annual Meeting of the American Fisheries Society","topic":"Fish Ecology and Management Studies","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":"Ecosystem; Environmental resource management; Aquatic ecosystem; Ecosystem services; Business; Environmental science; Ecology; Biology","authors":[{"name":"Donald A. Jackson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005585687991864612,"gpt":0.1901614357508492,"spread":0.1845757477589845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001734368,0.0009793773,0.001136039,0.00447913,0.00268176,0.003602802,0.001935502,0.001087358,0.199131],"category_scores_gemma":[0.005977712,0.0007239073,0.0007193263,0.006597196,0.0006616394,0.001508123,0.001822938,0.001598489,0.04472833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02037079,"about_ca_system_score_gemma":0.09160517,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9411517,"about_ca_topic_score_gemma":0.9652444,"domain_scores_codex":[0.9978458,0.0001480111,0.0001379758,0.0001765083,0.001238258,0.0004533945],"domain_scores_gemma":[0.9895455,0.0003863189,0.0003189454,0.0003066137,0.008520259,0.0009223318],"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":[0.00006138651,0.00003256018,0.00238148,0.0002887831,0.0000235193,0.00006633149,0.00005119032,0.0002608343,0.00008322117,0.008045315,0.9244062,0.06429913],"study_design_scores_gemma":[0.00003027651,0.00001181226,0.01085882,0.0003884709,0.00002576537,0.00004917091,0.0001411606,0.0006904005,0.0001009688,0.001567815,0.9861086,0.00002667015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002765814,0.008267353,0.003626141,0.02238462,0.003854168,0.0005713228,0.3136281,0.002458357,0.6424441],"genre_scores_gemma":[0.01442122,0.01259953,0.008811538,0.001851152,0.0002168732,0.0003237884,0.08767983,0.0008423116,0.8732538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9411517,"threshold_uncertainty_score":0.6661594,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2761807771","doi":"","title":"Contrasting Patterns of Spatial Genetic Structure Within and Among Muskellunge Populations in Ontario: Relevance for Management and Rehabilitation Efforts","year":2013,"lang":"en","type":"article","venue":"143rd Annual Meeting of the American Fisheries Society","topic":"Genetics and Physical Performance","field":"Biochemistry, Genetics and Molecular Biology","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":"Relevance (law); Geography; Rehabilitation; Environmental planning; Cartography; Environmental resource management; Political science; Medicine; Environmental science; Physical therapy","authors":[{"name":"Chris C. Wilson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005844413582270242,"gpt":0.2108631728803727,"spread":0.2050187592981024,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003127422,0.0001197852,0.0002317262,0.000768699,0.001636434,0.0006390185,0.000469944,0.0002361646,0.001004107],"category_scores_gemma":[0.001177601,0.0002009622,0.0001833453,0.001291522,0.001307388,0.0002837987,0.000651846,0.0001850157,0.00007678669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008518839,"about_ca_system_score_gemma":0.006295421,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.938128,"about_ca_topic_score_gemma":0.9858733,"domain_scores_codex":[0.9996221,0.00004873269,0.00002002816,0.0001144464,0.00008704983,0.0001075933],"domain_scores_gemma":[0.9993999,0.00008704176,0.0001494145,0.00002476223,0.0002275924,0.0001113577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001959744,0.0000194829,0.9797958,0.00003507684,0.0000621557,0.00009618238,0.006875435,0.0002373224,0.005355756,0.000300133,0.0002305665,0.006796102],"study_design_scores_gemma":[0.000002947548,0.000005840271,0.9982242,0.000004156288,0.000006138497,0.00001384811,0.001437922,0.00008119134,0.00004092892,0.00003204943,0.000147907,0.000002885123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992163,0.00006240782,0.00009013883,0.00006434882,9.882502e-7,0.000004708698,0.0001060695,0.000001477852,0.0004536076],"genre_scores_gemma":[0.9993694,0.00004282856,0.0001071701,0.0000119176,7.118784e-7,0.000004165825,0.00007876034,0.00000130481,0.0003837195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06187201,"threshold_uncertainty_score":0.1244727,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2760641779","doi":"","title":"Updating the Freshwater Fishes of Canada","year":2013,"lang":"en","type":"article","venue":"143rd Annual Meeting of the American Fisheries Society","topic":"Fish Ecology and Management Studies","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":"Fishery; Geography; Biology","authors":[{"name":"Nicholas E. Mandrak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004790584855984205,"gpt":0.178848348862025,"spread":0.1740577640060408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005111403,0.0009913675,0.0007482394,0.01125021,0.004977473,0.004058458,0.00305834,0.001646555,0.01213912],"category_scores_gemma":[0.01356996,0.0004656829,0.0007280695,0.01346315,0.002332818,0.00211371,0.002237289,0.002252593,0.002784594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04460917,"about_ca_system_score_gemma":0.1536395,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9919939,"about_ca_topic_score_gemma":0.9962776,"domain_scores_codex":[0.9960019,0.0002523392,0.0003183508,0.0003378071,0.002538568,0.0005510097],"domain_scores_gemma":[0.9564266,0.0006737259,0.000729041,0.0007677337,0.03790499,0.003497987],"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":[0.00006152042,0.00002633318,0.03389254,0.0004717821,0.00004340978,0.0001390655,0.0009624027,0.000360654,0.0004415794,0.002525163,0.7764417,0.1846339],"study_design_scores_gemma":[0.000006665548,0.000009831708,0.05742823,0.0004379784,0.00003466575,0.00007062336,0.001386909,0.0001160945,0.0001545747,0.0003497787,0.9399721,0.00003259438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08179692,0.1135606,0.005836383,0.2726829,0.06831183,0.0006934046,0.1428311,0.002476789,0.3118101],"genre_scores_gemma":[0.3756466,0.1001419,0.04474697,0.04583147,0.006753285,0.0005795417,0.07163765,0.001022588,0.3536401],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04460917,"threshold_uncertainty_score":0.3236637,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2742234742","doi":"","title":"Fish Diversity and Biomass in Small Subarctic Lakes: Higher Than Expected Relative to Southern Canadian Lakes","year":2013,"lang":"en","type":"article","venue":"143rd Annual Meeting of the American Fisheries Society","topic":"Fish Ecology and Management Studies","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":"Subarctic climate; Fish <Actinopterygii>; Biomass (ecology); Fishery; Diversity (politics); Geography; Environmental science; Ecology; Biology; Archaeology","authors":[{"name":"Pasan Samarasin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01062331157142246,"gpt":0.1869094602249844,"spread":0.1762861486535619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003730466,0.0002795945,0.0003136176,0.001428257,0.002257657,0.001025249,0.0004902257,0.0003371233,0.001077459],"category_scores_gemma":[0.001223755,0.0003491129,0.0002438368,0.002181322,0.0009924485,0.0004822143,0.0006975307,0.000278137,0.0001189192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006423953,"about_ca_system_score_gemma":0.00451297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9280505,"about_ca_topic_score_gemma":0.9801737,"domain_scores_codex":[0.9997216,0.00002419845,0.0000135841,0.00005021481,0.00007298093,0.0001174936],"domain_scores_gemma":[0.9993437,0.00004762681,0.0001250971,0.0000190095,0.0002428563,0.0002216234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001135129,0.00001433468,0.996496,0.0000131687,0.00003883352,0.00006595568,0.0008140157,0.00009097155,0.00067594,0.00005603157,0.0001000063,0.00152118],"study_design_scores_gemma":[0.000001454646,0.000003416641,0.9994761,0.000001773758,0.000005344646,0.00001470074,0.0003791264,0.00004335003,0.00002368791,0.00000743772,0.00004233896,0.000001328397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999355,0.0001268766,0.00002629029,0.0000348032,0.000001362655,0.000002117891,0.0001078344,0.000001834146,0.0003439431],"genre_scores_gemma":[0.9995674,0.00008074826,0.00004321187,0.0000133169,0.000001754675,0.000002081349,0.00009548676,0.000001250372,0.0001946662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07194954,"threshold_uncertainty_score":0.1447465,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}