{"id":"W4415431241","doi":"10.1111/cobi.70150","title":"Evidence for a fisher‐designed solution to manta and devil ray bycatch in tuna fisheries","year":2025,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"National Marine Fisheries Service; National Oceanic and Atmospheric Administration; International Seafood Sustainability Foundation; Cedar Tree Foundation","keywords":"Bycatch; Tuna; Threatened species; Sorting; Vulnerability (computing)","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":[0.006431813,0.0003609158,0.0001487,0.0003037534,0.0008508299,0.0008370545,0.001051532,0.001485673,0.007100691],"category_scores_gemma":[0.01785556,0.0001509237,0.0003746608,0.000213828,0.001643723,0.0008654794,0.0008164734,0.0005848818,0.0006890029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001233953,"about_ca_system_score_gemma":0.003233509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009086724,"about_ca_topic_score_gemma":0.02220107,"domain_scores_codex":[0.9970054,0.001551673,0.0002044316,0.0003858577,0.000577239,0.0002753917],"domain_scores_gemma":[0.9898736,0.004500594,0.002674957,0.0009347346,0.001323276,0.0006927999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002779193,0.003390877,0.4190815,0.002528628,0.00051629,0.0005047877,0.00316962,0.001295366,0.009757952,0.007120396,0.007327666,0.5425277],"study_design_scores_gemma":[0.0005429864,0.01302731,0.9194124,0.002495975,0.0005250667,0.0006774438,0.008492148,0.0027018,0.004978313,0.002544477,0.04454283,0.00005934411],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674442,0.002695495,0.003333556,0.005862934,0.0003456408,0.0004188278,0.0001433725,0.00006657133,0.0196894],"genre_scores_gemma":[0.98585,0.001335132,0.006197747,0.001903586,0.00005156154,0.0002827171,0.0001162269,0.00001116302,0.004251703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009086724,"threshold_uncertainty_score":0.03401512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05052947526175366,"score_gpt":0.3006830829395454,"score_spread":0.2501536076777918,"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."}}