{"id":"W4404128163","doi":"10.1016/j.marpol.2024.106474","title":"Unveiling the hidden hands: Analysis of corporate ownership of industrial tuna fishing vessels in the Eastern Pacific Ocean","year":2024,"lang":"en","type":"article","venue":"Marine Policy","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Oceans Limited (Canada); Fisheries and Oceans Canada","funders":"","keywords":"Fishery; Tuna; Fishing; Pacific ocean; Business; Oceanography; Fish <Actinopterygii>; Biology; Geology","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":[0.0007368005,0.0001367822,0.0001346783,0.001539738,0.0002831349,0.0009553937,0.0003327819,0.0001984082,0.0009669698],"category_scores_gemma":[0.003681318,0.00008782041,0.0001677906,0.001772765,0.0006017849,0.0008459871,0.001269888,0.0002783771,0.0001017985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005844649,"about_ca_system_score_gemma":0.0004460729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04000265,"about_ca_topic_score_gemma":0.05048048,"domain_scores_codex":[0.9995715,0.0001231456,0.0000339334,0.00006975258,0.00009695609,0.0001046215],"domain_scores_gemma":[0.997139,0.0008927224,0.001293515,0.0001620949,0.0003045166,0.0002081848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001140522,0.00001209839,0.9949942,0.000004151707,0.00001527742,0.00008480123,0.0009429668,0.0001322839,0.0001125915,0.0001478946,0.00006351743,0.003478764],"study_design_scores_gemma":[0.00000100744,0.00001343795,0.9913486,0.00001112898,0.00001165274,0.00004707892,0.006530682,0.001399429,0.0001263261,0.0001286765,0.0003791546,0.000003010642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994018,0.00002587194,0.00007858514,0.00002354858,3.450172e-7,0.000001992147,0.00005864157,5.50098e-7,0.0004086993],"genre_scores_gemma":[0.9995572,0.00002253171,0.00008750978,0.000004798367,0.0000011391,0.000002694039,0.000137326,5.76985e-7,0.000186138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04000265,"threshold_uncertainty_score":0.0795396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06969574340958869,"score_gpt":0.2853472325680748,"score_spread":0.2156514891584861,"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."}}