{"id":"W4391365667","doi":"10.2139/ssrn.4702499","title":"Global Overview of National Regulations for Antibiotic Use in Aquaculture Production","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cargill (Canada)","funders":"","keywords":"Aquaculture; Production (economics); Business; Natural resource economics; Fishery; Fish <Actinopterygii>; Biology; Economics","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":[0.002773647,0.0008967034,0.000399678,0.003755663,0.0004487891,0.002113642,0.0007149347,0.001203285,0.004926602],"category_scores_gemma":[0.001703985,0.0002647687,0.0006274227,0.006767565,0.0005394305,0.0009544767,0.001536197,0.001235175,0.001459361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0021873,"about_ca_system_score_gemma":0.008411116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01678703,"about_ca_topic_score_gemma":0.01661985,"domain_scores_codex":[0.9982924,0.0002151601,0.0001658906,0.0001935888,0.0008748219,0.000258184],"domain_scores_gemma":[0.9970737,0.0004492262,0.0007303492,0.0001975929,0.001327731,0.0002213919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007003127,0.0002876178,0.0287166,0.009216132,0.0003602986,0.0007516501,0.000799879,0.007590569,0.0194442,0.04395531,0.2895475,0.5986298],"study_design_scores_gemma":[0.00001236208,0.0001113166,0.08420133,0.001286187,0.0001269133,0.0002965786,0.0004104931,0.0003852273,0.002589602,0.002665115,0.9078833,0.00003146925],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1095637,0.2180852,0.03080898,0.04604515,0.004453862,0.0008478731,0.1159394,0.003502716,0.4707531],"genre_scores_gemma":[0.3551683,0.2751668,0.080364,0.02231303,0.001674262,0.001148947,0.1369823,0.001092499,0.1260898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01678703,"threshold_uncertainty_score":0.0333786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05239551518174212,"score_gpt":0.3416642397784691,"score_spread":0.289268724596727,"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."}}