{"id":"W3139447619","doi":"10.2196/25473","title":"Antibiotic Prescription Rates After eVisits Versus Office Visits in Primary Care: Observational Study","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lunds Universitet; Västra Götalandsregionen","keywords":"Sore throat; Medicine; Dysuria; Medical prescription; Guideline; Pharmacy; Internal medicine; Emergency medicine; Family medicine; Surgery; Nursing","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":[0.0002183971,0.0001620753,0.0002954708,0.00007540637,0.0000819915,0.00002829731,0.0001928985,0.0003210496,0.0004708555],"category_scores_gemma":[0.0001411944,0.0001361332,0.00005823789,0.0002832522,0.00009923612,0.000259274,0.0001533992,0.0004375149,0.0004511069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009249974,"about_ca_system_score_gemma":0.0003840954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001143185,"about_ca_topic_score_gemma":0.0001177666,"domain_scores_codex":[0.9985897,0.0001307194,0.0006178222,0.0001530924,0.0002077716,0.0003009249],"domain_scores_gemma":[0.9992701,0.0001650319,0.0001135399,0.0002517421,0.0001503535,0.00004917227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007180064,0.007128577,0.8238518,0.005516052,0.001345839,0.001092165,0.08095434,0.00004801246,0.008335717,0.001310155,0.01802365,0.04521366],"study_design_scores_gemma":[0.006315056,0.0003272223,0.970166,0.0006012765,0.00005562463,0.00003028851,0.01198046,0.00006280877,0.001925662,0.000006016769,0.008225686,0.0003038842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939273,0.002264096,0.00005435957,0.0001236977,0.0008238438,0.0003803099,0.00001489353,0.00004427074,0.002367255],"genre_scores_gemma":[0.9978532,0.000125666,0.000177208,0.0007057011,0.00004836284,0.00001081654,0.000390231,0.000009572748,0.0006792867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1463142,"threshold_uncertainty_score":0.5798216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620654764458401,"score_gpt":0.2935243599437209,"score_spread":0.2673178122991369,"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."}}