{"id":"W2029539775","doi":"10.1126/science.323.5912.338","title":"Diverse Fisheries Require Diverse Solutions","year":2009,"lang":"en","type":"letter","venue":"Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fishery; Business; Biology","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":[0.01488531,0.0009750875,0.00223089,0.00123117,0.01469399,0.01356671,0.003932206,0.1798631,0.0294972],"category_scores_gemma":[0.07420113,0.00146256,0.002577123,0.0007991387,0.008635593,0.008225705,0.006850045,0.09984627,0.02143044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007732732,"about_ca_system_score_gemma":0.0193927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01018911,"about_ca_topic_score_gemma":0.03610892,"domain_scores_codex":[0.9815654,0.002961293,0.001599882,0.002508652,0.008007205,0.003357552],"domain_scores_gemma":[0.9468586,0.02261339,0.001894189,0.002643058,0.01502785,0.0109629],"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":[0.00001658172,0.00001888218,0.0001512516,0.00002560586,0.000009286317,0.0006220409,0.00008447055,0.00002442345,0.0001289517,0.004765964,0.9899221,0.00423034],"study_design_scores_gemma":[0.00005348229,0.00002323693,0.0005623956,0.0001585289,0.00001882655,0.0004787965,0.0004033559,0.0001399845,0.000128804,0.01529154,0.9826906,0.00005041466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002253864,0.0005469306,0.0001578496,0.9603026,0.02945922,0.00002363051,0.0000234014,0.00003433828,0.009226634],"genre_scores_gemma":[0.001814059,0.0003431662,0.0002605743,0.9564819,0.01845695,0.00003504119,0.00002077021,0.00002175508,0.02256577],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1798631,"threshold_uncertainty_score":0.09867799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04541428756114139,"score_gpt":0.2620255465177062,"score_spread":0.2166112589565648,"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."}}