{"id":"W4413258940","doi":"10.5376/ijms.2025.15.0008","title":"The Origin and Global Spread of Scomberomorus spp.: The Intersection of Ecological Adaptation and Fisheries Management","year":2025,"lang":"en","type":"article","venue":"International Journal of Marine Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fishery; Adaptation (eye); Intersection (aeronautics); Geography; Fisheries management; Ecology; Fishing; Biology; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008560911,0.00004465045,0.00006849265,0.00003519705,0.00009626814,0.00006966841,0.0004975502,0.0000124918,0.0002109564],"category_scores_gemma":[0.0001672303,0.00002456059,0.00002301622,0.0002430633,0.001204741,0.0002393322,0.0010314,0.00007734009,5.78151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070021,"about_ca_system_score_gemma":0.00003138093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003975702,"about_ca_topic_score_gemma":0.0003258209,"domain_scores_codex":[0.9990436,0.00003269133,0.0002365025,0.00008964168,0.0005134982,0.00008406903],"domain_scores_gemma":[0.9995481,0.0001025135,0.0001558878,0.00007412048,0.00009306639,0.00002624696],"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":[0.0001776643,0.00005117668,0.4892929,0.000006518823,0.00003712237,0.000006730317,0.0001089802,0.00008246911,0.000301108,0.01388802,0.0003828445,0.4956645],"study_design_scores_gemma":[0.0002629141,0.0001461884,0.9760669,0.00001485364,0.00000914139,0.00004494462,0.0006157545,0.002143079,0.0002759084,0.0122306,0.008159032,0.00003068472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787662,0.00001017857,0.0006609434,0.002415168,0.0003304757,0.00007607564,0.000001236561,0.000001446186,0.1177383],"genre_scores_gemma":[0.9982862,0.0001950313,0.0009406166,0.00004788167,0.00001307741,0.000001476332,1.744143e-7,7.635406e-7,0.0005147883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4956338,"threshold_uncertainty_score":0.4438919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683958379433986,"score_gpt":0.2843394576214771,"score_spread":0.2674998738271372,"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."}}