{"id":"W4366126572","doi":"10.3389/978-2-83252-099-4","title":"Current state of fish behaviour &amp; welfare research: Honoring victoria braithwaite","year":2023,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia; Universitetet i Bergen; University of Stirling; Scotland’s Rural College; Rural and Environment Science and Analytical Services Division; Open Philanthropy Project; Center for Alternatives to Animal Testing, Johns Hopkins Bloomberg School of Public Health; Scottish Government; Natural Sciences and Engineering Research Council of Canada; University of Edinburgh; Johns Hopkins University","keywords":"Current (fluid); Fish <Actinopterygii>; Fishery; State (computer science); Geography; Oceanography; Biology; Computer science; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03399507,0.001086416,0.00175839,0.002674793,0.005323394,0.01199178,0.00515176,0.009587875,0.02752143],"category_scores_gemma":[0.06593934,0.0007896108,0.001053989,0.002258125,0.01223448,0.01017891,0.01211926,0.0230013,0.01144709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01289781,"about_ca_system_score_gemma":0.05070659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04324592,"about_ca_topic_score_gemma":0.05420097,"domain_scores_codex":[0.9664578,0.008696676,0.001577633,0.004723825,0.01629828,0.0022459],"domain_scores_gemma":[0.9230621,0.01752186,0.002729867,0.00355504,0.02342894,0.02970214],"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":[0.00003646452,0.0000398495,0.0002276962,0.0005868102,0.00001432349,0.0001214118,0.0007961869,0.0000461201,0.0001858808,0.01589295,0.870976,0.1110763],"study_design_scores_gemma":[0.000004753564,0.00001164632,0.0002220012,0.0007901781,0.00000300723,0.0001055475,0.0003568715,0.00003063618,0.00005487809,0.003752591,0.9946517,0.0000162726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0003061446,0.09458868,0.001487045,0.8271489,0.06326846,0.00003891303,0.00007376188,0.0000868279,0.0130012],"genre_scores_gemma":[0.02251082,0.2677162,0.009502479,0.4285669,0.06525812,0.0004139361,0.0002721861,0.0008051972,0.2049541],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04324592,"threshold_uncertainty_score":0.1797853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131502365426441,"score_gpt":0.3655939438031763,"score_spread":0.2524437072605322,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}