{"id":"W4413051873","doi":"10.3233/shti251078","title":"Interdisciplinary SWAT: An Organizational Initiative to Quickly Identify and Resolve EHR Issues","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Usability; Workflow; Documentation; Burnout; Process management; Electronic health record; Knowledge management; Health care; Medicine; Computer science; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008254811,0.001015641,0.0002675198,0.002849086,0.007878402,0.004914037,0.002054812,0.001079787,0.003813686],"category_scores_gemma":[0.008195721,0.0006201314,0.0007262871,0.001197921,0.002900821,0.001690987,0.01109844,0.002060117,0.001092401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01236757,"about_ca_system_score_gemma":0.09100834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.19087,"about_ca_topic_score_gemma":0.4909804,"domain_scores_codex":[0.992193,0.003247895,0.0003661996,0.0008309549,0.001656041,0.001705952],"domain_scores_gemma":[0.9819648,0.001236297,0.001839891,0.001147025,0.003193612,0.01061836],"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":[0.000708746,0.004793087,0.1181475,0.001128815,0.0002136447,0.002084447,0.06076285,0.002518018,0.01781528,0.003735963,0.04414604,0.7439455],"study_design_scores_gemma":[0.0006554624,0.007602359,0.3460778,0.001062003,0.0002507637,0.00182987,0.2371489,0.007954245,0.01362185,0.002210634,0.3811649,0.0004213302],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8595384,0.002401623,0.06071753,0.02101671,0.0009751075,0.006665507,0.0008447097,0.002743461,0.04509695],"genre_scores_gemma":[0.8296964,0.001820074,0.1299696,0.006113125,0.0002999934,0.00172256,0.0015301,0.0002335404,0.02861466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.19087,"threshold_uncertainty_score":0.379518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08865168584104258,"score_gpt":0.5426584332444296,"score_spread":0.4540067474033871,"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."}}