{"id":"W4283736103","doi":"10.3233/shti220685","title":"The Impact of the COVID-19 Pandemic on Physician Electronic Health Record Use and Burden at a Canadian Mental Health Hospital","year":2022,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Documentation; Pandemic; Electronic health record; Workflow; Coronavirus disease 2019 (COVID-19); Mental health; Psychological intervention; Medicine; Focus group; Health records; Health care; Nursing; Family medicine; Medical emergency; Psychiatry; Business; Infectious disease (medical specialty); Computer science; Database; Disease","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":[0.004403101,0.0004167884,0.0004511035,0.001818358,0.006738389,0.003429052,0.001608218,0.0006718597,0.00246403],"category_scores_gemma":[0.01557904,0.0004428432,0.0006777649,0.003227397,0.002603974,0.001530462,0.003226788,0.001567357,0.0001376457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09135708,"about_ca_system_score_gemma":0.1007312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9785816,"about_ca_topic_score_gemma":0.986635,"domain_scores_codex":[0.9932001,0.001661367,0.0003343885,0.000439778,0.001993329,0.002370995],"domain_scores_gemma":[0.9885827,0.003241201,0.001951657,0.0002721293,0.00335805,0.002594207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004620276,0.0003914144,0.7385907,0.000820585,0.0001655931,0.001136604,0.1843979,0.0004550457,0.001104383,0.001543578,0.01035389,0.06057838],"study_design_scores_gemma":[0.0000258565,0.0002082114,0.7729852,0.0004957608,0.00006804176,0.0001668083,0.2183021,0.0007160649,0.0003494697,0.0001395192,0.006426169,0.000116716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990953,0.0005256212,0.0001778283,0.004382705,0.0000285353,0.0001189608,0.0007353973,0.00001421896,0.003063758],"genre_scores_gemma":[0.9967641,0.0006494723,0.0005060647,0.001073402,0.00001680686,0.00006165736,0.0002232727,0.000009891186,0.0006953651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09135708,"threshold_uncertainty_score":0.6628451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04944216338504401,"score_gpt":0.4044042603851621,"score_spread":0.3549620970001182,"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."}}