{"id":"W4367183686","doi":"10.1111/jwas.12967","title":"Dynamics of aquaculture governance","year":2023,"lang":"en","type":"article","venue":"Journal of the World Aquaculture Society","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Business; Productivity; Corporate governance; Production (economics); Sustainable development; Sustainability; Natural resource economics; Industrial organization; Economics; Economic growth; Finance; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005051073,0.0002219829,0.0003756818,0.00001332412,0.0002579886,0.00002505338,0.0008054049,0.0000946229,0.0004000803],"category_scores_gemma":[0.0001057582,0.0001117219,0.001021738,0.001418196,0.0003289985,0.0002090814,0.0005160272,0.0005630534,0.00006589052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002246644,"about_ca_system_score_gemma":0.00001965829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005101267,"about_ca_topic_score_gemma":0.0009965112,"domain_scores_codex":[0.9981039,0.00006627504,0.0005136683,0.000178276,0.0008411057,0.0002967373],"domain_scores_gemma":[0.9986877,0.00006286956,0.000829816,0.0002658667,0.00007308801,0.00008062349],"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":[0.00002255622,0.00008463793,0.04097064,0.00003952974,0.0002337306,0.000005867145,0.003213289,0.0007472304,0.008199154,0.002305984,0.9427828,0.001394592],"study_design_scores_gemma":[0.001045532,0.0001048029,0.3345851,0.0002355674,0.000255651,0.00006023762,0.003968313,0.0007214623,0.003517603,0.004930076,0.6501145,0.0004611705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6259301,0.001770908,0.0001925303,0.1802181,0.003694974,0.001164892,0.0002662743,0.000219891,0.1865423],"genre_scores_gemma":[0.8843762,0.0007065634,0.001870392,0.001187454,0.000430615,0.000003926189,0.000007781919,0.0000303297,0.1113868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2936144,"threshold_uncertainty_score":0.4555887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008010464742956917,"score_gpt":0.2400467764469834,"score_spread":0.2320363117040265,"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."}}