{"id":"W4315705177","doi":"10.2196/40267","title":"Characteristics and Health Care Use of Patients Attending Virtual Walk-in Clinics in Ontario, Canada: Cross-sectional Analysis","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; St. Michael's Hospital; Sinai Health System; Trillium Health Centre; Women's College Hospital; University of Toronto; University Health Network","funders":"Toronto General Hospital Research Institute, University Health Network; Canadian Institutes of Health Research; University of Toronto; Women's College Hospital","keywords":"Cross-sectional study; Walk-in; Medicine; Family medicine; Health care; Emergency department; Pandemic; Population; Coronavirus disease 2019 (COVID-19); Nursing; Alternative medicine; Disease; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005000355,0.00008148372,0.0005336524,0.00130039,0.00003047498,0.00002102818,0.0001392531,0.0001097253,0.0004577652],"category_scores_gemma":[0.001924501,0.00006589692,0.00006461066,0.0009215856,0.0001051633,0.00008780116,0.0001083403,0.001405846,9.663402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001492693,"about_ca_system_score_gemma":0.004366445,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8077211,"about_ca_topic_score_gemma":0.9656924,"domain_scores_codex":[0.9950048,0.0002251625,0.001530945,0.0001654086,0.002680502,0.0003931444],"domain_scores_gemma":[0.9978377,0.0006431474,0.0003434621,0.0000991929,0.0006061348,0.0004704191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003255475,0.00009803896,0.983646,0.0001173351,0.0001014433,0.0002786949,0.001250666,0.000004654957,9.601124e-7,0.0000188346,0.004952714,0.009205096],"study_design_scores_gemma":[0.002196825,0.001180138,0.9905905,0.0002353926,0.00002007755,0.00001387958,0.000771191,0.000704559,0.00000423093,0.000003326267,0.004241804,0.00003804702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968593,0.00005490238,0.00002581316,0.002591548,0.0002709654,0.0001668299,0.00002064951,0.00000231257,0.000007748854],"genre_scores_gemma":[0.9987408,0.0003000926,0.00004590732,0.0004424679,0.0001288243,0.000003066452,0.0001543648,0.000008240064,0.0001762418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1579713,"threshold_uncertainty_score":0.7745885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1788004151005162,"score_gpt":0.5034885217875088,"score_spread":0.3246881066869926,"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."}}