{"id":"W4408824778","doi":"10.5194/oos2025-877","title":"Ocean sustainability, anti-IUU policies, and the criminalization of small-scale fishers","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":"Fisheries and Oceans Canada","funders":"","keywords":"Criminalization; Sustainability; Scale (ratio); Business; Political science; Geography; Law; Ecology; Cartography","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":[0.001275316,0.00009191585,0.0001119185,0.0008423256,0.002022841,0.002255084,0.0003186314,0.0006468981,0.002537176],"category_scores_gemma":[0.004476544,0.00008102526,0.0001134265,0.001104662,0.005989686,0.001101497,0.001783055,0.0007349132,0.0001064135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003123007,"about_ca_system_score_gemma":0.004505922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06287786,"about_ca_topic_score_gemma":0.09401609,"domain_scores_codex":[0.9991413,0.0003345917,0.00003916038,0.00007583007,0.0001836172,0.0002253187],"domain_scores_gemma":[0.9976775,0.0006763769,0.0009325721,0.0001506413,0.0003356209,0.0002273658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001046713,0.0002987197,0.5133833,0.0003152804,0.00003852316,0.001552784,0.02953369,0.004273651,0.002160411,0.3096432,0.005653575,0.1330421],"study_design_scores_gemma":[0.00001800284,0.0001138697,0.7239864,0.0009130829,0.00003076771,0.0003048971,0.1216849,0.00278399,0.002025309,0.0488726,0.09921802,0.00004819662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.887809,0.001017353,0.0005318122,0.009788219,0.00002063988,0.00002235011,0.00004673438,0.000009779704,0.1007541],"genre_scores_gemma":[0.9950021,0.0009494161,0.000210459,0.0003624512,0.000007069093,0.000009541424,0.00001580182,0.000003322029,0.003439825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06287786,"threshold_uncertainty_score":0.1250237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008440305405705001,"score_gpt":0.2269966921281587,"score_spread":0.2185563867224537,"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."}}