{"id":"W1967974730","doi":"10.1016/s1473-3099(12)70260-8","title":"GAIN Act legislation: is it enough?","year":2012,"lang":"en","type":"article","venue":"The Lancet Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Micropharma (Canada)","funders":"","keywords":"Incentive; Legislation; Medical prescription; Business; Food and drug administration; Prescription drug; Internet privacy; Medicine; Political science; Law; Pharmacology; Risk analysis (engineering); Economics; Computer science","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":[0.04500441,0.001337894,0.00272448,0.002450335,0.007587452,0.01772639,0.005092749,0.06307908,0.03677342],"category_scores_gemma":[0.1357625,0.0009540183,0.00319075,0.001809278,0.02069237,0.02238407,0.009876666,0.05152721,0.009008425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007718874,"about_ca_system_score_gemma":0.04326785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03577619,"about_ca_topic_score_gemma":0.05227094,"domain_scores_codex":[0.9579601,0.01165197,0.002261069,0.003370474,0.01634022,0.008416167],"domain_scores_gemma":[0.8831457,0.06556655,0.006327464,0.005659375,0.02072647,0.01857435],"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":[0.0001712574,0.0004669626,0.003343525,0.0006175404,0.000253858,0.0002954439,0.001265615,0.0001511545,0.0004935745,0.1559608,0.766752,0.07022823],"study_design_scores_gemma":[0.0002503272,0.0002423722,0.009515816,0.004604334,0.0003878364,0.0003503519,0.00328818,0.0002798985,0.0004910209,0.08801116,0.8923684,0.0002103428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001143886,0.005980519,0.0004157055,0.9714047,0.008000006,0.00002183192,0.00008482636,0.00006592563,0.01288258],"genre_scores_gemma":[0.02014985,0.003714256,0.00112097,0.9577836,0.005448531,0.00008347517,0.00009127875,0.00009272909,0.01151528],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06307908,"threshold_uncertainty_score":0.2380089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344115501851118,"score_gpt":0.2745142017561609,"score_spread":0.2510730467376497,"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."}}