{"id":"W3195165943","doi":"10.1177/23743735211034064","title":"Disrupted and Restored Patient Experience With Transition to New Electronic Health Record System","year":2021,"lang":"en","type":"article","venue":"Journal of Patient Experience","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electronic health record; Quarter (Canadian coin); Medicine; Healthcare system; Health care; Health records; Interrupted time series; Family medicine; Patient care; Medical emergency; Nursing; Psychological intervention","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":[],"consensus_categories":[],"category_scores_codex":[0.0002585664,0.000255039,0.0005565499,0.0002122206,0.0007231449,0.00002218796,0.0001538082,0.0001211411,0.0001130138],"category_scores_gemma":[0.000224335,0.0002093323,0.00006949098,0.000657182,0.00006181038,0.0004699447,0.00006410053,0.0007212175,0.00001393827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543182,"about_ca_system_score_gemma":0.002134029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008392346,"about_ca_topic_score_gemma":0.0004761144,"domain_scores_codex":[0.9954662,0.000825825,0.001602886,0.0004350552,0.0008735503,0.0007964465],"domain_scores_gemma":[0.9964195,0.000207977,0.001308385,0.0003859595,0.0007612086,0.0009169443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001652935,0.0001341489,0.1963809,0.0005518831,0.00004591086,0.0001814802,0.7502719,0.0002928484,0.001802488,0.0007964637,0.002198861,0.04569025],"study_design_scores_gemma":[0.004703597,0.01760108,0.1087426,0.01008654,0.00004956231,0.001040813,0.8013278,0.000335816,0.004429836,0.0001350859,0.05039845,0.001148867],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860021,0.0008393922,0.008702315,0.001965139,0.001482682,0.0008555593,0.00001253752,0.00005050144,0.00008977566],"genre_scores_gemma":[0.9918527,0.0001678922,0.005577197,0.002025241,0.0001574324,0.0001330747,0.000005875328,0.00003222456,0.00004836218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08763826,"threshold_uncertainty_score":0.8536325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117930795765854,"score_gpt":0.3910385080506041,"score_spread":0.3498592000929455,"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."}}