{"id":"W2918846566","doi":"10.1111/chd.12745","title":"Electronic health record associated stress: A survey study of adult congenital heart disease specialists","year":2019,"lang":"en","type":"article","venue":"Congenital Heart Disease","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Medicine; Depersonalization; Workload; Emotional exhaustion; Family medicine; Health care; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003815213,0.0004384763,0.00104768,0.0002071592,0.0001755334,0.00005111293,0.0001956469,0.00009158332,0.0009596775],"category_scores_gemma":[0.0012499,0.0003916705,0.0003450641,0.0005437955,0.0001057055,0.000203004,0.0001415465,0.0003884243,0.0003465981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003373467,"about_ca_system_score_gemma":0.001986946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663344,"about_ca_topic_score_gemma":0.001436666,"domain_scores_codex":[0.9961796,0.0004772221,0.0008453536,0.0007464322,0.0008097527,0.0009415994],"domain_scores_gemma":[0.9958423,0.0002445088,0.0002079777,0.000895495,0.0005623062,0.002247353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002519647,0.004691215,0.9884207,0.0001736588,0.0002274178,0.00009002044,0.0002824777,9.99763e-7,0.00004192885,0.0000406343,0.003224318,0.0002870035],"study_design_scores_gemma":[0.004837402,0.003002162,0.9899458,0.0001578675,0.0002526229,0.000003410046,0.0006678064,0.0001042539,0.00001614977,0.00007493193,0.0005520847,0.0003854808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925302,0.001004298,0.000001097113,0.001593278,0.0004829409,0.002796576,0.001255557,0.0001331981,0.0002028505],"genre_scores_gemma":[0.9942841,0.00002080282,0.00001087136,0.001670188,0.000190256,0.000064367,0.0005920872,0.00008209617,0.003085264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002882414,"threshold_uncertainty_score":0.9999536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797971599487292,"score_gpt":0.3072049355466434,"score_spread":0.2892252195517705,"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."}}