{"id":"W7073767334","doi":"","title":"Guidelines for Evaluating Artificial Light to Mitigate Unwanted Fisheries Bycatch","year":2024,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"High-pressure geophysics and materials","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"International Council for the Exploration of the Sea","keywords":"Bycatch; Fishing; Artificial light; Work (physics)","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":[0.01233447,0.001918282,0.001165368,0.003606056,0.002065104,0.003498684,0.004053602,0.002905082,0.01191982],"category_scores_gemma":[0.02330137,0.0006305811,0.001691116,0.001331383,0.001280147,0.001650303,0.001689736,0.001304526,0.003861102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003020052,"about_ca_system_score_gemma":0.006751011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02308809,"about_ca_topic_score_gemma":0.05233477,"domain_scores_codex":[0.9889015,0.00436438,0.001789396,0.0005093023,0.003973411,0.0004621066],"domain_scores_gemma":[0.984561,0.003911686,0.001405173,0.0007690238,0.00873807,0.0006151217],"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":[0.004719737,0.002772465,0.03461417,0.006069749,0.0003744577,0.0007625014,0.001502479,0.02310694,0.1003348,0.01310129,0.08158424,0.7310572],"study_design_scores_gemma":[0.002149502,0.008558487,0.08839686,0.01659188,0.00173513,0.001040017,0.008578815,0.03849728,0.2681121,0.02775935,0.5378371,0.000743436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1695502,0.02980222,0.5048181,0.01123562,0.002891557,0.04078924,0.01294486,0.004831321,0.2231368],"genre_scores_gemma":[0.237593,0.008158961,0.695375,0.002940384,0.0001598477,0.01831696,0.003995015,0.0005896231,0.03287119],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02308809,"threshold_uncertainty_score":0.06523174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05409067095529149,"score_gpt":0.2766829525874307,"score_spread":0.2225922816321392,"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."}}