{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002430343,0.0001625035,0.0002261938,0.00003944069,0.0002029031,0.0001319618,0.000158786,0.00005931197,0.01010396],"category_scores_gemma":[0.00003353923,0.0001643967,0.00006414909,0.0004251961,0.0003126774,0.0005765787,0.0002492038,0.0001341165,0.00001160548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004892706,"about_ca_system_score_gemma":0.00001511285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000375714,"about_ca_topic_score_gemma":0.00104368,"domain_scores_codex":[0.9986145,0.00007661696,0.0003160099,0.0003553941,0.0003239548,0.0003135218],"domain_scores_gemma":[0.9994442,0.00006495202,0.0000670033,0.0002922632,0.00002371977,0.000107813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002375985,0.0001389461,0.5855764,0.000380303,0.00008619759,0.00009238655,0.001262842,0.000005399759,0.002466206,0.0005272782,0.01282148,0.396405],"study_design_scores_gemma":[0.000485141,0.00006721267,0.3119915,0.00003806423,0.00003152986,0.00002497308,0.001012412,0.000109936,0.005822003,0.0008538407,0.6792684,0.000295049],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4653507,0.00003934111,0.0003269264,0.002154362,0.00008440707,0.0001926024,0.00003634143,0.00003875862,0.5317765],"genre_scores_gemma":[0.9758706,0.001369288,0.002325388,0.0005776463,0.00004489683,0.00005003624,0.000126598,0.00002939694,0.01960615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6664469,"threshold_uncertainty_score":0.9908009,"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."}}