{"id":"W1535904137","doi":"10.1007/978-1-4614-5797-8_181","title":"Sustainable Ecological Aquaculture","year":2013,"lang":"en","type":"book-chapter","venue":"Sustainable Food Production","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"North Island College; University of Victoria","funders":"","keywords":"Aquaculture; Environmental science; Ecology; 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":[0.0002648593,0.0007321736,0.0002470521,0.0008293632,0.001193978,0.002477214,0.0005948495,0.001080452,0.07074369],"category_scores_gemma":[0.0004031816,0.0001573801,0.0001916561,0.0009369713,0.00128657,0.001895387,0.002337171,0.001547443,0.02548055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171881,"about_ca_system_score_gemma":0.00189486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003697293,"about_ca_topic_score_gemma":0.01272546,"domain_scores_codex":[0.9997734,0.0000267031,0.000007566744,0.00003881063,0.0001233583,0.00003018698],"domain_scores_gemma":[0.9999282,0.000009885146,0.000005192861,0.0000129834,0.00002952744,0.00001403643],"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":[0.000007066558,0.00002790723,0.0001280697,0.0001261223,0.000002923681,0.00006178549,0.000438753,0.0002648458,0.0007193293,0.3458156,0.3985437,0.2538637],"study_design_scores_gemma":[5.212182e-7,0.000002082322,0.0001047976,0.00006303032,5.234829e-7,0.00003214417,0.00007074326,0.00003796402,0.00005696764,0.01786615,0.9817638,0.000001376513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003100904,0.003812815,0.001477634,0.00139461,0.0007872354,0.00001651751,0.00006359775,0.00006045959,0.992077],"genre_scores_gemma":[0.004538279,0.005146809,0.001575792,0.0009777482,0.000249294,0.00003642013,0.0001092547,0.00005733757,0.987309],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07074369,"threshold_uncertainty_score":0.2366612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0097565044100461,"score_gpt":0.2100140766685717,"score_spread":0.2002575722585256,"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."}}