{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003202369,0.0003349438,0.0008621478,0.0002007452,0.0005587698,0.00002328028,0.0003308041,0.0004137452,0.0002588223],"category_scores_gemma":[0.0002810163,0.0002796711,0.00007130617,0.001228098,0.00007020978,0.0002994694,0.0001514534,0.003398576,0.0003493522],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003746465,"about_ca_system_score_gemma":0.01227169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004682981,"about_ca_topic_score_gemma":0.0162328,"domain_scores_codex":[0.9916753,0.001046604,0.002237533,0.000282712,0.002107625,0.002650272],"domain_scores_gemma":[0.9971341,0.0002793952,0.0007690048,0.0006300236,0.0003653963,0.0008221151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002784463,0.004251274,0.2421255,0.0791025,0.001019296,0.0006335521,0.2871363,0.0005274676,0.0004791083,0.004155618,0.05495555,0.3228293],"study_design_scores_gemma":[0.0395992,0.003840911,0.1260036,0.1440773,0.0001050864,0.0002422281,0.2739483,0.008135715,0.002038331,0.0007344274,0.396621,0.004653938],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786995,0.00109028,0.0003425642,0.005551836,0.0005102009,0.00215278,0.000005588901,0.0002197537,0.01142747],"genre_scores_gemma":[0.9886327,0.001440887,0.0005563399,0.006820633,0.0005300919,0.0007326854,0.00002804225,0.00007403632,0.001184517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3416655,"threshold_uncertainty_score":0.9999655,"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."}}