{"id":"W4408816756","doi":"10.5194/oos2025-525","title":"From managing fish to managing people: requirements for effective fisheries governance and management in Europe","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Business; Fish <Actinopterygii>; Fishery; Fisheries management; Environmental resource management; Environmental science; Fishing; Finance; Biology","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":[0.02438273,0.0005400409,0.001123955,0.001684417,0.003720825,0.01554153,0.001975672,0.007225635,0.002908659],"category_scores_gemma":[0.01936795,0.000637852,0.000859973,0.001811972,0.009531489,0.01206556,0.01073641,0.003715755,0.0007281569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006103159,"about_ca_system_score_gemma":0.01753414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594703,"about_ca_topic_score_gemma":0.008525101,"domain_scores_codex":[0.9805055,0.005844329,0.003105868,0.002492373,0.004798256,0.003253637],"domain_scores_gemma":[0.9881411,0.004034753,0.001636744,0.001276597,0.002280162,0.002630707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000560106,0.0001576709,0.01425957,0.0008229621,0.00006587846,0.0007689015,0.01103666,0.004738224,0.001743966,0.8267213,0.01429504,0.1253339],"study_design_scores_gemma":[0.00005995688,0.0001816658,0.04090453,0.004168017,0.00007091276,0.00100363,0.01490052,0.002605901,0.0008975671,0.457871,0.4771854,0.0001509438],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2270295,0.03983667,0.1018989,0.2360136,0.001788107,0.000804738,0.000492433,0.0004884808,0.3916475],"genre_scores_gemma":[0.8583604,0.01568493,0.07856489,0.02728498,0.000504802,0.0008216061,0.00049293,0.0001658294,0.01811968],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02438273,"threshold_uncertainty_score":0.1289497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009348980428443458,"score_gpt":0.2350676450661418,"score_spread":0.2257186646376983,"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."}}