{"id":"W4312183931","doi":"10.2196/41834","title":"Multifactor Quality and Safety Analysis of Antimicrobial Drugs Sold by Online Pharmacies That Do Not Require a Prescription: Multiphase Observational, Content Analysis, and Product Evaluation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Pharmacy; Context (archaeology); Medicine; Quality (philosophy); Business; Family medicine; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007069971,0.0001944841,0.000919497,0.0003314087,0.0004321909,0.00006762888,0.00008211016,0.0000351357,0.0001180324],"category_scores_gemma":[0.0005663146,0.0001807229,0.0001116038,0.001235938,0.0001470562,0.0002916656,0.0001308212,0.0002584418,8.187757e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516438,"about_ca_system_score_gemma":0.000328659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00062161,"about_ca_topic_score_gemma":0.0002877825,"domain_scores_codex":[0.9954928,0.001707107,0.0009399597,0.0006298722,0.0008850605,0.0003451928],"domain_scores_gemma":[0.9980185,0.0003798702,0.0004895127,0.0002828652,0.0004250461,0.0004042085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001171568,0.001456932,0.9681771,0.0003873571,0.001626024,0.000001144265,0.004386402,0.00002152047,0.003155441,0.00002118166,0.0002012355,0.01939413],"study_design_scores_gemma":[0.004879418,0.0002064515,0.96239,0.000008394784,0.000273079,0.000003635946,0.005103147,0.02202224,0.00003586302,0.000001379032,0.004894102,0.0001822627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979537,0.001924,0.0001670604,0.01468364,0.00006459522,0.00164589,0.001935684,0.00003411814,0.000008081523],"genre_scores_gemma":[0.9933252,0.0005496287,0.00008489382,0.003916543,0.00004501919,0.0001224337,0.001888196,0.000009280048,0.00005874336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02200072,"threshold_uncertainty_score":0.7369667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3859406570703198,"score_gpt":0.4744140737186563,"score_spread":0.08847341664833652,"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."}}