{"id":"W2111549931","doi":"10.1126/science.1237314","title":"Certify Sustainable Aquaculture?","year":2013,"lang":"en","type":"article","venue":"Science","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":252,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Wilfrid Laurier University","funders":"","keywords":"Aquaculture; Business; Fishery; 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":[0.0301317,0.0003413388,0.0005995678,0.00162544,0.004970313,0.01294969,0.001621484,0.01356209,0.01430971],"category_scores_gemma":[0.1054472,0.000298057,0.0004034538,0.00103886,0.009456868,0.0130596,0.005133514,0.009403284,0.003422442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005440555,"about_ca_system_score_gemma":0.03028423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0107332,"about_ca_topic_score_gemma":0.01182575,"domain_scores_codex":[0.9844848,0.004536031,0.001016683,0.001898162,0.005805577,0.002258701],"domain_scores_gemma":[0.9364981,0.02151017,0.004691875,0.005822545,0.02486041,0.006616862],"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":[0.0000621923,0.00007543276,0.007669654,0.0001844325,0.00002016533,0.0002915784,0.001708366,0.0004283286,0.0007769217,0.5720842,0.2974992,0.1191995],"study_design_scores_gemma":[0.000059663,0.0001071008,0.01069146,0.001153146,0.00004754591,0.0006305526,0.006291672,0.001913123,0.002207586,0.3832604,0.5935146,0.0001231796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02591756,0.004620898,0.007229765,0.7668155,0.008498483,0.00007130796,0.0001493313,0.0004243721,0.1862727],"genre_scores_gemma":[0.7684467,0.003489049,0.005191696,0.1475925,0.005107401,0.0001130846,0.000289761,0.0001505213,0.06961939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0301317,"threshold_uncertainty_score":0.1593536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802324324399844,"score_gpt":0.2595339247902008,"score_spread":0.2415106815462024,"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."}}