{"id":"W4405613207","doi":"10.1111/faf.12877","title":"Hope or Despair Revisited: Assessing Progress and New Challenges in Global Fisheries","year":2024,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Overexploitation; Fisheries management; Livelihood; Sustainability; Fisheries law; Climate change; Fishery; Business; Enforcement; Food security; Overfishing; Threatened species; Environmental resource management; Environmental planning; Natural resource economics; Political science; Geography; Fishing; Economics; Agriculture; Ecology; Habitat","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":[0.02275019,0.001061322,0.001342971,0.01120936,0.001681081,0.009377047,0.001390955,0.00238541,0.002439089],"category_scores_gemma":[0.03496951,0.0004329126,0.001144186,0.0121805,0.006801715,0.01852622,0.007074854,0.004888488,0.0003645544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006696942,"about_ca_system_score_gemma":0.00986203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296686,"about_ca_topic_score_gemma":0.02458938,"domain_scores_codex":[0.991135,0.004537712,0.001083827,0.0007217901,0.002051405,0.0004703304],"domain_scores_gemma":[0.9692413,0.01852082,0.003876264,0.000464943,0.006372888,0.001523805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002385515,0.0001032306,0.0608568,0.04812936,0.001031634,0.0009715196,0.04634752,0.002007901,0.0006393208,0.0880692,0.07505549,0.6765496],"study_design_scores_gemma":[0.00002855238,0.0004551656,0.09673687,0.1180183,0.001043415,0.001183391,0.1858013,0.002549791,0.0009118574,0.09971964,0.493199,0.0003527543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04208585,0.8139958,0.003951692,0.1162283,0.0044262,0.0001499822,0.001246082,0.00005485753,0.01786133],"genre_scores_gemma":[0.3805578,0.5886282,0.006384652,0.01963272,0.002345379,0.0002612705,0.0007687715,0.00005472204,0.001366496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02275019,"threshold_uncertainty_score":0.1203159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05820021316414938,"score_gpt":0.2968333589421279,"score_spread":0.2386331457779785,"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."}}