{"id":"W7036000618","doi":"","title":"Adding sustainability to salmon farming regulations : a comparative case study of salmon farming regulations and the ASC salmon standard","year":2018,"lang":"en","type":"other","venue":"Epsilon Archive for Student Projects (University of Southampton)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Agriculture; Aquaculture; Population; Production (economics); Stewardship (theology); Scarcity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00179864,0.0008816026,0.00194205,0.002025432,0.001539189,0.00009484671,0.001012529,0.0002438293,0.0001804403],"category_scores_gemma":[0.0003000332,0.0008682224,0.0004634761,0.001253588,0.001770681,0.0002813056,0.001437794,0.0004657604,0.00002171131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006486535,"about_ca_system_score_gemma":0.000438102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01450976,"about_ca_topic_score_gemma":0.04508039,"domain_scores_codex":[0.9945121,0.001110775,0.0008193339,0.001520003,0.001243219,0.0007945801],"domain_scores_gemma":[0.9943117,0.001157829,0.001905991,0.001381709,0.0009481302,0.0002946112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.008277727,0.002394403,0.02414551,0.001094632,0.00337193,0.0002666077,0.9361435,0.0009993489,0.0002428957,0.002490581,0.01871805,0.001854819],"study_design_scores_gemma":[0.01225303,0.00312297,0.01073137,0.001146535,0.001984963,0.00009312529,0.9492236,0.001711397,0.00002790152,0.000572347,0.01791201,0.001220752],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415923,0.0001137102,0.01147126,0.0001088295,0.000202225,0.02033144,0.003934539,0.0003403212,0.02190539],"genre_scores_gemma":[0.9572828,0.000008301457,0.01489075,0.000006987987,0.0001053359,0.00008596063,0.0002177676,0.0004146455,0.02698747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03057063,"threshold_uncertainty_score":0.9997607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338575927462594,"score_gpt":0.3183654762416034,"score_spread":0.2849797169669774,"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."}}