{"id":"W4252417363","doi":"10.1007/978-1-4419-0851-3_181","title":"Sustainable Ecological Aquaculture","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Aquaculture; Ecology; Environmental science; Geography; Fishery; Environmental resource management; Fish <Actinopterygii>; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002204873,0.0006874452,0.0002382167,0.0007086715,0.001019358,0.002008812,0.000541214,0.000973381,0.0682155],"category_scores_gemma":[0.000323242,0.0001524008,0.0001682533,0.0008176472,0.0009098953,0.001682376,0.001907882,0.001310795,0.0252088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201718,"about_ca_system_score_gemma":0.001416041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002934067,"about_ca_topic_score_gemma":0.01218458,"domain_scores_codex":[0.9998247,0.00002048682,0.000006134283,0.00003130404,0.00009424631,0.00002319629],"domain_scores_gemma":[0.9999443,0.000007612765,0.000003697869,0.00001054553,0.00002291766,0.00001097444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000008566954,0.00003274401,0.0001544382,0.0001315805,0.000003095105,0.00006640702,0.0004162843,0.0002966174,0.0008117158,0.2385896,0.4260577,0.3334312],"study_design_scores_gemma":[5.21294e-7,0.000002344945,0.0001257387,0.00006251741,5.536776e-7,0.0000363918,0.00006997833,0.00004013787,0.00005686557,0.01215121,0.9874526,0.000001323071],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004144304,0.005252593,0.001484139,0.001636171,0.0007974033,0.00001521552,0.00006551937,0.00006891634,0.9902655],"genre_scores_gemma":[0.004052413,0.005118234,0.001409672,0.0007379122,0.0001781425,0.00002677885,0.0001039746,0.00004622907,0.9883266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0682155,"threshold_uncertainty_score":0.2282036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282901181228912,"score_gpt":0.2240136614199237,"score_spread":0.2111846496076346,"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."}}