{"id":"W4400650380","doi":"10.2196/preprints.50483","title":"Cost Evaluation of the Ontario Virtual Urgent Care Pilot Program: Population-Based, Matched Cohort Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Population; Medical emergency; Cohort; Emergency medicine; Referral; Family medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00493021,0.0008168408,0.0007252631,0.001122408,0.001816947,0.001272034,0.001667855,0.001008081,0.001718486],"category_scores_gemma":[0.009676172,0.0007014969,0.002130373,0.002813482,0.0008025863,0.0007070767,0.001146069,0.0006041612,0.0002969514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01973753,"about_ca_system_score_gemma":0.0168611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8352525,"about_ca_topic_score_gemma":0.8166654,"domain_scores_codex":[0.9962621,0.001502984,0.0002588845,0.0004431711,0.0008110958,0.000721718],"domain_scores_gemma":[0.9935299,0.0007616105,0.001870027,0.0008738889,0.001571048,0.001393535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0114286,0.001370863,0.9767823,0.0001804824,0.001302558,0.000132511,0.0004916944,0.0004787191,0.0001697178,0.0002077539,0.001905769,0.005549007],"study_design_scores_gemma":[0.001455576,0.002652958,0.9928846,0.00004546563,0.000513451,0.00004165735,0.0004154391,0.0008585372,0.00004373729,0.00004077596,0.001021599,0.0000263026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940884,0.0002553206,0.0001238366,0.0001310148,0.00001883432,0.0008936195,0.003794223,0.000006488144,0.0006881751],"genre_scores_gemma":[0.9955622,0.000163294,0.0002622792,0.0001433016,0.00002388488,0.0005920379,0.002834915,0.000003744581,0.0004144057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1647475,"threshold_uncertainty_score":0.3314354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139198998950466,"score_gpt":0.381981098213859,"score_spread":0.2680611983188124,"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."}}