{"id":"W3210091094","doi":"10.2196/27671","title":"Medical Specialists' Perspectives on the Influence of Electronic Medical Record Use on the Quality of Hospital Care: Semistructured Interview Study","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical record; Quality (philosophy); Perception; Qualitative research; Medical education; Health care; Psychology; Nursing; Medicine; Family 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004218632,0.0003461191,0.0008741185,0.00008538175,0.000681737,0.00001791489,0.001067595,0.000431879,0.0037313],"category_scores_gemma":[0.009172454,0.0001913305,0.0002471807,0.0004814602,0.0003784854,0.00007921836,0.0002669221,0.00301697,0.00002516469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207892,"about_ca_system_score_gemma":0.003398358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002848938,"about_ca_topic_score_gemma":0.01084687,"domain_scores_codex":[0.9866252,0.007824514,0.001746295,0.0006027894,0.002338549,0.0008626533],"domain_scores_gemma":[0.9909444,0.005771416,0.0009807486,0.001303867,0.0007134774,0.0002860817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002529127,0.002603702,0.4756119,0.001975242,0.0006412967,0.00003535555,0.3850448,0.000002921243,0.0004347205,0.1246987,0.007193022,0.001505403],"study_design_scores_gemma":[0.001201713,0.002410192,0.8049321,0.001608927,0.00003175896,0.000001288789,0.1823215,0.000002588202,0.0002259908,0.0005324613,0.006402462,0.0003290937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992128,0.0002569451,0.000002659328,0.003855539,0.000559384,0.002397679,0.00003801884,0.00005315549,0.0007086852],"genre_scores_gemma":[0.9981273,0.0001028178,0.000001287347,0.0007218616,0.0004297107,0.0002703996,0.00001578076,0.00004117878,0.000289678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3293202,"threshold_uncertainty_score":0.9992831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0895460936214644,"score_gpt":0.4678722234100979,"score_spread":0.3783261297886334,"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."}}