{"id":"W4306630498","doi":"10.1371/journal.pbio.3001829","title":"Reimagining sustainable fisheries","year":2022,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"","keywords":"Subsistence agriculture; Fishing; Fishery; Biology; Sustainability; Natural resource economics; Fisheries management; Fisheries science; Fish <Actinopterygii>; Business; Ecology; Economics; Agriculture","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01138451,0.0009949261,0.0006727804,0.001368443,0.002340011,0.009176995,0.002254628,0.003575305,0.008145432],"category_scores_gemma":[0.01283544,0.0003327917,0.0006044809,0.0009047902,0.01695336,0.01616805,0.0115201,0.006963588,0.001373286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00636209,"about_ca_system_score_gemma":0.01383009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004055067,"about_ca_topic_score_gemma":0.005222779,"domain_scores_codex":[0.9955265,0.001652011,0.0002158763,0.0006268669,0.001258873,0.0007197696],"domain_scores_gemma":[0.9940668,0.001666779,0.0004098869,0.001106148,0.001607056,0.001143361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003397005,0.00003966165,0.0004557552,0.0002359732,0.00001633688,0.00012834,0.001238181,0.002174921,0.0007060686,0.9076028,0.01616944,0.07119855],"study_design_scores_gemma":[0.00001062273,0.0000581372,0.0003958383,0.000326041,0.00001177805,0.0001275463,0.002178308,0.001086974,0.0004874123,0.590844,0.4044487,0.00002459617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04564366,0.04226442,0.1629621,0.3228618,0.01297731,0.0002056078,0.0002258235,0.0008239635,0.4120354],"genre_scores_gemma":[0.7614643,0.03845589,0.08432345,0.04818065,0.00371298,0.0004341293,0.0002691843,0.0005142469,0.06264511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01138451,"threshold_uncertainty_score":0.06020778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017868876138429,"score_gpt":0.2351980055333686,"score_spread":0.2173291293949396,"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."}}