{"id":"W4210390499","doi":"10.2196/32101","title":"The Ontario Electronic Consultation (eConsult) Service: Cross-sectional Analysis of Utilization Data for 2 Models","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Bruyère","funders":"","keywords":"Specialty; Referral; Medicine; Primary care; Family medicine; Service (business); Cross-sectional study; Service delivery framework; Directory; Medical emergency; Computer science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005559647,0.0005535075,0.0005232714,0.002446732,0.001100932,0.00112406,0.001615593,0.0005606961,0.003514885],"category_scores_gemma":[0.01682544,0.0007190884,0.001348227,0.006787267,0.0007223747,0.001066273,0.001712226,0.0007166192,0.0006014475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01902342,"about_ca_system_score_gemma":0.01346751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8626455,"about_ca_topic_score_gemma":0.8587821,"domain_scores_codex":[0.9944937,0.001625688,0.0004476256,0.0005859426,0.001901624,0.0009454885],"domain_scores_gemma":[0.9820321,0.003676121,0.006898462,0.001366863,0.004031207,0.001995331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000150359,0.000121067,0.9966588,0.00003314576,0.00008358018,0.00002783062,0.0004550984,0.0001871355,0.00003562001,0.0000409488,0.001075777,0.001130659],"study_design_scores_gemma":[0.00002577493,0.0001535505,0.9961475,0.00001877378,0.00003763497,0.00004909168,0.001041264,0.001816521,0.00003299765,0.00001667879,0.0006483643,0.00001181283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879269,0.0001417267,0.000356808,0.000117025,0.000004933,0.0003083815,0.01004142,0.00002022551,0.001082514],"genre_scores_gemma":[0.9887835,0.0001515359,0.0006705016,0.00008462385,0.000009431289,0.000386624,0.00917166,0.00001544587,0.0007265431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9809766,"threshold_uncertainty_score":0.2763268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2275067437570835,"score_gpt":0.4477827282228884,"score_spread":0.220275984465805,"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."}}