{"id":"W4413524122","doi":"10.64628/aam.txtr3w3r4","title":"Climate change is transforming our oceans. Can fisheries management adapt?","year":2023,"lang":"en","type":"article","venue":"","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Climate change; Fishery; Fisheries management; Environmental resource management; Business; Geography; Oceanography; Environmental planning; Environmental science; Fishing; Geology; Biology","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":[0.001942424,0.0003357886,0.0003459161,0.0006284926,0.001271098,0.004257899,0.0007100794,0.002863841,0.01049343],"category_scores_gemma":[0.008011797,0.0001388143,0.0004754371,0.001419278,0.002994221,0.004444226,0.001811962,0.00260122,0.002085483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001430249,"about_ca_system_score_gemma":0.003065933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01666652,"about_ca_topic_score_gemma":0.02280102,"domain_scores_codex":[0.998888,0.0003640347,0.00004040816,0.0001205911,0.0002688715,0.0003181366],"domain_scores_gemma":[0.9980312,0.0004322896,0.0003421,0.0002060486,0.0005268905,0.0004614417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002426306,0.0003127623,0.1030782,0.0008814436,0.0003919216,0.0008330264,0.002968029,0.003402164,0.003587975,0.1072138,0.2782615,0.4988264],"study_design_scores_gemma":[0.00003105188,0.0001535945,0.1720288,0.0008472097,0.0001613718,0.0004719256,0.01783265,0.001324153,0.0009679711,0.1659157,0.6401308,0.0001346799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0617357,0.07150763,0.004973946,0.7395831,0.02056817,0.00003407743,0.0009315495,0.000396899,0.1002689],"genre_scores_gemma":[0.7826236,0.1048709,0.00230128,0.08662432,0.01029043,0.00003149333,0.0004791019,0.0001245981,0.01265423],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01666652,"threshold_uncertainty_score":0.03510404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04692814920169034,"score_gpt":0.2655772131832332,"score_spread":0.2186490639815429,"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."}}