{"id":"W4226062161","doi":"10.2196/34787","title":"Characterization of Electronic Health Record Use Outside Scheduled Clinic Hours Among Primary Care Pediatricians: Retrospective Descriptive Task Analysis of Electronic Health Record Access Log Data","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nationwide Children's Hospital; Ohio State University","keywords":"Medicine; Documentation; Descriptive statistics; Electronic health record; Family medicine; Retrospective cohort study; Primary care; Medical emergency; Health care; Names of the days of the week; Emergency medicine","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":[0.004609399,0.0003157579,0.0002862181,0.003168999,0.0005093706,0.0008855581,0.0005683053,0.000343496,0.0005269626],"category_scores_gemma":[0.0182403,0.0003198473,0.0004723706,0.002623505,0.0004005725,0.000556647,0.0009531933,0.0003397862,0.0001952261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000706406,"about_ca_system_score_gemma":0.001303376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008735382,"about_ca_topic_score_gemma":0.01568696,"domain_scores_codex":[0.9960124,0.001356003,0.0008800463,0.0006064842,0.0008485285,0.0002965184],"domain_scores_gemma":[0.9782413,0.006679014,0.01009825,0.001857297,0.002464053,0.0006601547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004130841,0.00005739848,0.9950786,0.00002593335,0.00002298799,0.00005089546,0.001139694,0.00009320327,0.0002362713,0.00002291493,0.000189804,0.003040907],"study_design_scores_gemma":[0.000003348026,0.0001195181,0.996779,0.00001533756,0.00001175287,0.0001639116,0.001683201,0.0005652214,0.0002732764,0.0000178403,0.000361555,0.000006083034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973263,0.00005326936,0.001002323,0.00003215853,0.000002985851,0.00009739025,0.001240493,0.0000160511,0.0002289912],"genre_scores_gemma":[0.9942999,0.00008099913,0.002699106,0.00004315037,0.00001105092,0.0002806457,0.002445291,0.000008283614,0.0001316113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008735382,"threshold_uncertainty_score":0.02437717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06800738964205945,"score_gpt":0.4213633043437446,"score_spread":0.3533559147016852,"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."}}