{"id":"W4417482446","doi":"10.5376/ija.2025.15.0028","title":"Sustainable Fisheries Management: Balancing Resource Use and Conservation","year":2025,"lang":"","type":"article","venue":"International Journal of Aquaculture","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Corporate governance; Fish stock; Equity (law); Fishing; Adaptive management; Fisheries management; Adaptation (eye); Sustainable development; Climate change","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004077331,0.0001981505,0.0002068485,0.0001916983,0.0001582713,0.0006825114,0.0004947623,0.00007462424,0.0005246456],"category_scores_gemma":[0.0001149626,0.0001692316,0.0001091155,0.0002643238,0.0001696529,0.001268406,0.00253368,0.0002571754,0.00001135355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480026,"about_ca_system_score_gemma":0.00002243368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004371603,"about_ca_topic_score_gemma":0.0001144623,"domain_scores_codex":[0.9982818,0.00005462354,0.0005533479,0.0002315812,0.0006378053,0.0002408815],"domain_scores_gemma":[0.9991131,0.00006163713,0.0003936405,0.0001240436,0.0002232355,0.00008432099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001048747,0.0004152304,0.08851339,0.0003620152,0.001741907,0.001739442,0.002676776,0.0009795448,0.0006141532,0.08011783,0.5824124,0.2393785],"study_design_scores_gemma":[0.001023895,0.00006853948,0.1149792,0.0003058841,0.0001433871,0.00006104387,0.006000205,0.0002861872,0.0001599983,0.006912163,0.8699031,0.0001563959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4423569,0.002078172,0.008969484,0.2244993,0.003520072,0.001314875,0.00007147455,0.00005665267,0.3171331],"genre_scores_gemma":[0.8302622,0.00138535,0.001484772,0.004463809,0.0001492177,0.000003368684,0.000009538636,0.00001091994,0.1622308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3879054,"threshold_uncertainty_score":0.6901065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006369184773975406,"score_gpt":0.2182596265434071,"score_spread":0.2118904417694317,"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."}}