{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01468942,0.000586369,0.0007606756,0.002817912,0.0007614753,0.001048897,0.0006999003,0.0008160593,0.001470399],"category_scores_gemma":[0.02909357,0.0004371467,0.001919401,0.00228041,0.001062204,0.00133008,0.001373243,0.0006415384,0.00039435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704391,"about_ca_system_score_gemma":0.001734087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002356413,"about_ca_topic_score_gemma":0.001747751,"domain_scores_codex":[0.9814259,0.00877441,0.002701538,0.001947942,0.004491461,0.0006588085],"domain_scores_gemma":[0.939649,0.01815159,0.02826208,0.005456895,0.007110427,0.001370002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005102868,0.004640305,0.965041,0.0006122031,0.0009635464,0.0001624039,0.001804698,0.0004565487,0.001938357,0.0001467138,0.0004408983,0.0186905],"study_design_scores_gemma":[0.0003310673,0.009783485,0.9822423,0.00007311247,0.0004308405,0.00023037,0.001008157,0.002608247,0.00204881,0.0001402493,0.001052205,0.0000510944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961311,0.0001533985,0.001231731,0.00002659612,0.000004780197,0.001403819,0.0006664125,0.00001543226,0.0003667172],"genre_scores_gemma":[0.9935354,0.0001237235,0.003490297,0.00009717508,0.00002457648,0.001439427,0.0009698275,0.00001037754,0.000309117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01468942,"threshold_uncertainty_score":0.07768607,"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."}}