{"id":"W3127093076","doi":"10.1111/faf.12539","title":"Rapidly increasing eco‐certification coverage transforming management of world’s tuna fisheries","year":2021,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Ocean Frontier Institute","keywords":"Tuna; Certification; Stewardship (theology); Business; Fishing; Fishery; Fisheries management; Sustainability; Supply chain; Corporate governance; Fish <Actinopterygii>; Marketing; Political science; Finance; Economics; Management; Ecology; Biology","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":[0.001986308,0.00009474425,0.00004762062,0.00101926,0.0004113406,0.001483359,0.0003080871,0.0003856978,0.005075722],"category_scores_gemma":[0.004074779,0.00005351501,0.0001081095,0.0009301202,0.0004972253,0.001220348,0.001323062,0.0004608611,0.0002899653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00136003,"about_ca_system_score_gemma":0.001345862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594577,"about_ca_topic_score_gemma":0.02856213,"domain_scores_codex":[0.9989784,0.0002980675,0.0000508523,0.0001398222,0.000295698,0.0002372721],"domain_scores_gemma":[0.9956078,0.0007984258,0.001749385,0.000200537,0.0009908308,0.0006529724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008021788,0.0001402082,0.6614372,0.0002962179,0.00003155032,0.00075493,0.009885981,0.0004227397,0.01633942,0.008289711,0.01089344,0.2914284],"study_design_scores_gemma":[0.000002666936,0.0000586052,0.9300923,0.0001290845,0.000006803943,0.0002075962,0.01125017,0.0003106096,0.001066785,0.0003278955,0.05653687,0.00001062984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547027,0.0006957104,0.0005373975,0.005541606,0.00006128175,0.00002569782,0.0002532915,0.0000247118,0.03815772],"genre_scores_gemma":[0.9961507,0.0004426189,0.0004011655,0.0004404426,0.00004702485,0.000008455763,0.0001524015,0.00000378946,0.002353403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01594577,"threshold_uncertainty_score":0.03170592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696722283491767,"score_gpt":0.2246632926690332,"score_spread":0.2076960698341155,"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."}}