{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004513732,0.0002797668,0.0004008042,0.001054423,0.001682054,0.0008723913,0.001016706,0.0004721977,0.00167812],"category_scores_gemma":[0.00145216,0.0004288635,0.000575436,0.003370679,0.0006301416,0.0004077303,0.0007075826,0.0005710903,0.0002251558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01192963,"about_ca_system_score_gemma":0.01075849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9596022,"about_ca_topic_score_gemma":0.9744564,"domain_scores_codex":[0.9991434,0.00005531702,0.0000843994,0.0001448199,0.0003264528,0.0002455815],"domain_scores_gemma":[0.9978905,0.0001186053,0.0007605691,0.00006850601,0.0005580923,0.0006036379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002315992,0.00001481648,0.9989712,0.00001285299,0.00002234352,0.00002508821,0.000183269,0.00002083094,0.00004845773,0.000007855439,0.0002543397,0.000415701],"study_design_scores_gemma":[0.000002747975,0.00001781616,0.999334,0.000007431742,0.000008125273,0.00002519705,0.0003799751,0.0000575543,0.000008510822,0.000002735175,0.0001529909,0.000002830834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99402,0.000311713,0.00005301494,0.0001224488,0.000005698295,0.0000439521,0.00434676,0.000007490317,0.001088938],"genre_scores_gemma":[0.9977829,0.0002214691,0.00007421272,0.00007806973,0.000004943617,0.00002635375,0.001462965,0.000002604266,0.0003464898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04039782,"threshold_uncertainty_score":0.08655596,"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."}}