{"id":"W4206644100","doi":"10.2196/preprints.29396","title":"Using Administrative Data to Explore Potentially Aberrant Provision of Virtual Care During COVID-19: Retrospective Cohort Study of Ontario Provincial Data (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Institute for Clinical Evaluative Sciences; University of Toronto; Women's College Hospital","funders":"","keywords":"Medicine; Health care; Cohort; Retrospective cohort study; Family medicine; Population; Ambulatory care; Environmental health; 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":[0.003062815,0.0003657736,0.00050699,0.002007158,0.001888002,0.001444546,0.001639408,0.000500441,0.001454467],"category_scores_gemma":[0.007892585,0.0007903874,0.0009781828,0.007412526,0.0008292916,0.0006210485,0.001179329,0.0006994225,0.0002842013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01334256,"about_ca_system_score_gemma":0.01658743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9478613,"about_ca_topic_score_gemma":0.9599813,"domain_scores_codex":[0.9960507,0.0004466309,0.0004288951,0.0006809415,0.001469295,0.0009236147],"domain_scores_gemma":[0.9898028,0.0008967661,0.005066813,0.001111926,0.001994727,0.001127146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003506036,0.00000854833,0.9986967,0.00001437496,0.00003463653,0.00002202654,0.000221178,0.00002735925,0.00005177361,0.00003897369,0.000515051,0.0003343401],"study_design_scores_gemma":[0.000005495121,0.00001398031,0.9988073,0.0000172713,0.00001638956,0.00002403198,0.0003520906,0.0001608676,0.00002592487,0.00001202181,0.0005594385,0.000005094637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975612,0.0003985672,0.0003371706,0.0003471812,0.00002112736,0.0001709162,0.02149368,0.00001650062,0.001602803],"genre_scores_gemma":[0.9916259,0.0002320692,0.0003714896,0.0001546581,0.00001294557,0.0001279686,0.006936856,0.00001197564,0.000526014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05213875,"threshold_uncertainty_score":0.1048915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2649667459317609,"score_gpt":0.4532491599095021,"score_spread":0.1882824139777412,"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."}}