{"id":"W4387099144","doi":"10.1186/s12913-023-09821-w","title":"Concordance between 8-1-1 HealthLink BC Emergency iDoctor-in-assistance (HEiDi) virtual physician advice and subsequent health service utilization for callers to a nurse-managed provincial health information telephone service","year":2023,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; British Columbia Environmental and Occupational Health Research Network; Michael Smith Health Research BC; University of British Columbia","funders":"Ministry of Health, British Columbia","keywords":"Medicine; Concordance; Family medicine; Triage; Emergency department; Health administration; Health informatics; Health care; Health services research; Public health; Medical emergency; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002304526,0.0001789283,0.000282775,0.001415663,0.0008325263,0.001241619,0.001032174,0.000342353,0.002117435],"category_scores_gemma":[0.01487078,0.0002736875,0.0003379206,0.002074597,0.0005095651,0.0002765922,0.001140787,0.0006181623,0.0003170421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004796606,"about_ca_system_score_gemma":0.003983155,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6509107,"about_ca_topic_score_gemma":0.705366,"domain_scores_codex":[0.9967507,0.0005780783,0.0004327846,0.0005155285,0.001152733,0.0005702137],"domain_scores_gemma":[0.9878675,0.00301939,0.005096862,0.0008352051,0.002344069,0.0008369904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003476137,0.0000062218,0.9986394,0.000006842022,0.00001346101,0.00002438497,0.000251394,0.00007282924,0.00003312875,0.00001456804,0.0001780416,0.0007249485],"study_design_scores_gemma":[0.000001358089,0.000009156918,0.9989783,0.000008450743,0.000005199647,0.00004387958,0.0003696588,0.0003637754,0.00003891047,0.000008947341,0.0001697719,0.00000260342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959117,0.00008149163,0.0001690936,0.000108236,0.000006377223,0.00002491563,0.002280884,0.00001633871,0.001400916],"genre_scores_gemma":[0.9980131,0.00002769152,0.0001415358,0.00001850932,0.000002736717,0.00001378089,0.001446445,0.000005135417,0.0003311475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3490893,"threshold_uncertainty_score":0.7022904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07481616766044752,"score_gpt":0.4299219638763799,"score_spread":0.3551057962159324,"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."}}