{"id":"W3155585508","doi":"10.2196/23599","title":"Impact of an Online Gastrointestinal Symptom History Taker on Physician Documentation and Charting Time: Pragmatic Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institutes of Health; Cedars-Sinai Medical Center; Ironwood Pharmaceuticals, Incorporated; National Institute of Diabetes and Digestive and Kidney Diseases; American College of Gastroenterology","keywords":"Documentation; Medicine; Patient portal; Intervention (counseling); Medical record; Family medicine; Confounding; Medical history; Randomized controlled trial; MEDLINE; Health care; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007569855,0.002364802,0.004500732,0.0009585817,0.001137934,0.002153188,0.001473728,0.004484532,0.009013645],"category_scores_gemma":[0.01702864,0.001030825,0.004723195,0.001063386,0.002384175,0.002320796,0.001320162,0.003869718,0.0006489265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002643216,"about_ca_system_score_gemma":0.003629913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003114945,"about_ca_topic_score_gemma":0.004271158,"domain_scores_codex":[0.9899205,0.007069806,0.0009086241,0.0009491533,0.0005224173,0.0006294915],"domain_scores_gemma":[0.9915205,0.003863303,0.002195989,0.0004529106,0.0005444507,0.001422888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9558202,0.01993228,0.001064716,0.004390198,0.004004668,0.00008406525,0.0001898136,0.0002261922,0.0004039941,0.000213379,0.000591928,0.01307857],"study_design_scores_gemma":[0.9098327,0.08494303,0.001474296,0.0004408779,0.001929023,0.0000244308,0.0001085915,0.0002855069,0.0001177467,0.000285308,0.0005336905,0.00002479225],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9189268,0.01473581,0.002172723,0.002421392,0.003228112,0.05279214,0.00135671,0.0002317715,0.00413464],"genre_scores_gemma":[0.9529468,0.002254764,0.004793621,0.001766538,0.0008286924,0.03572664,0.0003127021,0.00001601781,0.001354074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009013645,"threshold_uncertainty_score":0.0400337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1173858685640388,"score_gpt":0.5339999502783674,"score_spread":0.4166140817143286,"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."}}