{"id":"W4409137229","doi":"10.1371/journal.pstr.0000165","title":"Aquaculture Governance Indicators: A diagnostic framework for steering towards sustainability","year":2025,"lang":"en","type":"article","venue":"PLOS Sustainability and Transformation","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"Horizon 2020 Framework Programme; European Commission; Monterey Bay Aquarium Foundation","keywords":"Corporate governance; Sustainability; Business; Environmental resource management; Legislation; Deliberation; Enforcement; Legitimacy; Environmental planning; Process management; Political science; Economics; Ecology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000856627,0.0003614239,0.0004541044,0.0002082536,0.0007316663,0.0005240488,0.0002798619,0.0003330566,0.00001483191],"category_scores_gemma":[0.01005605,0.0003411284,0.0002207429,0.001156427,0.0002842672,0.002451905,0.00008208097,0.0003578403,0.000001535203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077455,"about_ca_system_score_gemma":0.0003857317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017121,"about_ca_topic_score_gemma":0.0001234729,"domain_scores_codex":[0.9978127,0.00004803733,0.0005987442,0.000499732,0.0003368161,0.0007039189],"domain_scores_gemma":[0.9978036,0.0004610157,0.0001880219,0.0003465243,0.001150986,0.00004979514],"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":[0.0002988243,0.0006085897,0.04407284,0.01569736,0.0000985949,0.000002984912,0.00570534,0.0001544269,0.00000194152,0.8755083,0.00009129799,0.0577595],"study_design_scores_gemma":[0.001024896,0.00005426911,0.1750568,0.0001547012,0.0002793197,3.979119e-7,0.04318943,0.001020927,0.00004197063,0.7668158,0.01194407,0.000417394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9398117,0.0005332752,0.02928305,0.02092987,0.0002623075,0.004972378,0.00006533508,0.0003696874,0.003772372],"genre_scores_gemma":[0.9982656,0.00006035358,0.000173095,0.0007668781,0.0002334316,0.0003722866,0.00006082259,0.00001935424,0.00004814904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130984,"threshold_uncertainty_score":0.9999041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102623211097897,"score_gpt":0.2621655290508054,"score_spread":0.2519032079410157,"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."}}