{"id":"W4210797585","doi":"10.2196/32305","title":"User Perceptions and Use of an Enhanced Electronic Health Record in Rwanda With and Without Clinical Alerts: Cross-sectional Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rwanda Biomedical Centre; European Commission; Centers for Disease Control and Prevention; University of Rwanda; Brown University; World Health Organization; International Development Research Centre; Rockefeller Foundation","keywords":"Usability; Medicine; Electronic health record; Health records; Cross-sectional study; Randomized controlled trial; Health care; Family medicine; Medical emergency; Nursing; Computer science","routes":{"ca_aff":false,"ca_fund":true,"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":[0.003344791,0.0001655546,0.0002833034,0.000729513,0.0004947772,0.000772808,0.0002529288,0.0004281119,0.001171687],"category_scores_gemma":[0.007103679,0.0003831517,0.0003877912,0.0006814461,0.000635299,0.0008668437,0.0008044151,0.0005451816,0.000287241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004737735,"about_ca_system_score_gemma":0.0006031489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004269716,"about_ca_topic_score_gemma":0.00470499,"domain_scores_codex":[0.9978704,0.001021402,0.0002620272,0.0001484337,0.0003502535,0.0003474503],"domain_scores_gemma":[0.9957486,0.001449673,0.001572822,0.0001739541,0.000692393,0.0003625672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007822151,0.0002357615,0.9737045,0.0001173515,0.00003243785,0.0001627655,0.01860678,0.00003972766,0.001223375,0.00003165155,0.0002101641,0.005557278],"study_design_scores_gemma":[0.000007043117,0.0007499179,0.9638307,0.00007038977,0.00002209155,0.000326262,0.03395632,0.0001526744,0.0002710541,0.00001260382,0.0005865403,0.00001426964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999634,0.00002885625,0.00003773098,0.00003775485,0.000001397378,0.00001806994,0.00005710873,0.000001143336,0.0001838761],"genre_scores_gemma":[0.9995186,0.00008650647,0.0001463535,0.00004705209,0.000002866563,0.00003745635,0.00004811216,0.000001100755,0.0001118447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004269716,"threshold_uncertainty_score":0.01768917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08886026870136289,"score_gpt":0.4884366480754745,"score_spread":0.3995763793741117,"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."}}