{"id":"W2954925895","doi":"10.1017/sus.2019.8","title":"Viewpoint: Back to the future for fisheries, where will we choose to go?","year":2019,"lang":"en","type":"article","venue":"Global Sustainability","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Overfishing; Fishing; Fishery; Subsidy; Sustainability; Fisheries management; Business; Food security; Fish stock; Natural resource economics; Population; Economics; Geography; Ecology; Market economy; Agriculture","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006593016,0.0005530071,0.0006884272,0.0008697071,0.003605867,0.008611203,0.001713205,0.01044147,0.01210852],"category_scores_gemma":[0.008310637,0.0002030297,0.0005149139,0.0007772016,0.01391168,0.0148988,0.002945394,0.0179926,0.004071847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004835423,"about_ca_system_score_gemma":0.007226053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01044791,"about_ca_topic_score_gemma":0.01569642,"domain_scores_codex":[0.9974794,0.001109997,0.00009720254,0.0003823077,0.0005811909,0.0003499367],"domain_scores_gemma":[0.9952277,0.001575938,0.0002568624,0.0002080689,0.001477735,0.001253638],"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":[0.00005365952,0.0000371232,0.001020209,0.0003779403,0.00002715434,0.0003144438,0.002349595,0.0002003009,0.0005286396,0.3804516,0.5723696,0.04226968],"study_design_scores_gemma":[0.00001376807,0.00003120655,0.0007554881,0.0008387858,0.00001588929,0.0002080152,0.00682091,0.0001353032,0.0001682299,0.2403983,0.7505772,0.00003691193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006377776,0.009641813,0.0007162284,0.9713123,0.006975862,0.000003174624,0.00004826215,0.00001496941,0.01064959],"genre_scores_gemma":[0.1041654,0.03386687,0.00290698,0.8160676,0.01549759,0.00003197358,0.0001152733,0.0001173286,0.02723095],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01210852,"threshold_uncertainty_score":0.04050696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00570814299078477,"score_gpt":0.2508230550620629,"score_spread":0.2451149120712781,"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."}}