{"id":"W6963168372","doi":"10.17895/ices.pub.28322693","title":"Working Group on Cumulative Effects Assessment Approaches in Management (WGCEAM; outputs from 2024 meeting)","year":2025,"lang":"en","type":"report","venue":"Institutional Archive of Ifremer (French Research Institute for Exploitation of the Sea)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cumulative effects; Context (archaeology); Vulnerability (computing); Work (physics); Impact assessment; Risk assessment; Variety (cybernetics); Ecosystem-based management; Vulnerability assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09468869,0.003234824,0.001702008,0.009768439,0.001668162,0.01019757,0.007339522,0.01285802,0.02421793],"category_scores_gemma":[0.06107425,0.001020475,0.003183515,0.005556682,0.004098136,0.008933783,0.01692914,0.006329894,0.00887674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007612308,"about_ca_system_score_gemma":0.02652677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01865019,"about_ca_topic_score_gemma":0.01106059,"domain_scores_codex":[0.9679643,0.01526289,0.002665427,0.002593027,0.009746707,0.001767753],"domain_scores_gemma":[0.9248591,0.02782952,0.004790769,0.006878725,0.02794924,0.007692585],"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":[0.0001311147,0.0002009563,0.002014862,0.001887847,0.0001518561,0.0002348496,0.001316446,0.01007957,0.001243292,0.1127532,0.393667,0.476319],"study_design_scores_gemma":[0.00003428465,0.00005628308,0.002042287,0.004236752,0.00006130247,0.0001291248,0.0004144408,0.002488136,0.0005949104,0.09796026,0.8919272,0.00005499868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004584472,0.06823909,0.5449235,0.1561127,0.01954001,0.003630589,0.01107956,0.004070255,0.1878199],"genre_scores_gemma":[0.06269146,0.04906788,0.7132053,0.03123072,0.01015694,0.009762644,0.02289236,0.003567808,0.09742494],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09468869,"threshold_uncertainty_score":0.5007676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2389783761073803,"score_gpt":0.4136413268340084,"score_spread":0.1746629507266281,"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."}}