{"id":"W3159335488","doi":"10.2196/24014","title":"Physician Stress During Electronic Health Record Inbox Work: In Situ Measurement With Wearable Sensors","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kaiser Permanente; National Science Foundation","keywords":"Medicine; Burnout; Workload; Stress (linguistics); Wearable computer; Occupational stress; Computer science; Clinical psychology","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":[0.0005833788,0.000507624,0.0002990801,0.0005375437,0.0002821005,0.0007500041,0.000399739,0.0006045826,0.000832747],"category_scores_gemma":[0.001893949,0.0002311394,0.0002911054,0.0005364098,0.0002657378,0.0004255045,0.0005996581,0.0002755591,0.0002485079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001693786,"about_ca_system_score_gemma":0.0002289365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005739707,"about_ca_topic_score_gemma":0.001024333,"domain_scores_codex":[0.9991412,0.0003473491,0.00005915877,0.0001643517,0.0002151735,0.00007267983],"domain_scores_gemma":[0.9988841,0.0003800005,0.0003697523,0.00008232219,0.0001869417,0.00009687851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001199728,0.001729642,0.7052538,0.001076951,0.0003375073,0.000314909,0.004122667,0.001778711,0.1740508,0.0002448459,0.001498273,0.1083922],"study_design_scores_gemma":[0.00006070996,0.003087556,0.9600331,0.0001191962,0.0001984609,0.0006625513,0.002365094,0.006843686,0.02429546,0.0003227538,0.00196816,0.00004331163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985207,0.0003866927,0.01258443,0.00009553069,0.00004150386,0.0001274084,0.0003983404,0.0000711227,0.001087997],"genre_scores_gemma":[0.9849036,0.0004116625,0.01358672,0.0001230035,0.00008161001,0.0002229668,0.0002997657,0.0000110318,0.0003596396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000832747,"threshold_uncertainty_score":0.003085256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03973035254692456,"score_gpt":0.373765536354473,"score_spread":0.3340351838075484,"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."}}