{"id":"W4224326000","doi":"10.1038/s41467-022-28916-2","title":"Revealing global risks of labor abuse and illegal, unreported, and unregulated fishing","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Gordon and Betty Moore Foundation; Walton Family Foundation; David and Lucile Packard Foundation","keywords":"Fishing; Business; Natural resource economics; Fishery; Economics; 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":[0.001565444,0.000427994,0.0002722758,0.002284253,0.0003391747,0.001374765,0.0002852839,0.0003367574,0.002071733],"category_scores_gemma":[0.006719023,0.0001795817,0.0006067346,0.00272618,0.0007858793,0.001525541,0.002434552,0.0006077355,0.0001665999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006731453,"about_ca_system_score_gemma":0.0005178326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01339313,"about_ca_topic_score_gemma":0.01348918,"domain_scores_codex":[0.9990864,0.0004349623,0.00004694391,0.0001718797,0.0001109352,0.0001489708],"domain_scores_gemma":[0.9953631,0.002136339,0.001568679,0.0003803806,0.0003379175,0.0002135249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004702869,0.0000315053,0.9791048,0.00005681672,0.0001457347,0.0002241642,0.0007555296,0.00442446,0.0002270834,0.002297217,0.0004554682,0.01223015],"study_design_scores_gemma":[0.000006112571,0.0000623732,0.9631133,0.00010437,0.0001136694,0.0001899738,0.005312277,0.02215151,0.0004140151,0.005799813,0.002705546,0.00002706779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943306,0.0002132831,0.002370088,0.0002426658,0.000005313835,0.00001461647,0.0006241585,0.00001206452,0.00218709],"genre_scores_gemma":[0.9983789,0.0001352337,0.0008513662,0.0000176767,0.000005201099,0.00001322219,0.0003865973,0.000004363131,0.0002073395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01339313,"threshold_uncertainty_score":0.02663034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05983210793526263,"score_gpt":0.2934647669393983,"score_spread":0.2336326590041357,"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."}}