{"id":"W3178664820","doi":"10.1093/intqhc/mzab105","title":"Improving primary care access to respirologists using eConsult","year":2021,"lang":"en","type":"article","venue":"International Journal for Quality in Health Care","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queensway-Carleton Hospital; Ottawa Hospital; Bruyère; Montfort Hospital; University of Ottawa","funders":"","keywords":"Referral; Medicine; Specialty; Primary care; Family medicine; Pediatrics; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003550935,0.0001839851,0.0001949824,0.002643536,0.0005226154,0.0009894972,0.0008072751,0.0004415071,0.009755662],"category_scores_gemma":[0.02139132,0.0001786087,0.00027422,0.002836855,0.0004959766,0.00112683,0.001728471,0.0004433389,0.001202954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001947687,"about_ca_system_score_gemma":0.004197322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01539299,"about_ca_topic_score_gemma":0.02337557,"domain_scores_codex":[0.9965832,0.001120821,0.0004575716,0.0002944544,0.001121783,0.0004222624],"domain_scores_gemma":[0.9634895,0.01141636,0.01590047,0.001011101,0.004866228,0.003316363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001353004,0.0001360392,0.8791112,0.001042042,0.00002894782,0.0004416125,0.001086486,0.00006693418,0.0003192956,0.0001197048,0.01476697,0.1027455],"study_design_scores_gemma":[0.00004062327,0.0003688669,0.9815447,0.001074673,0.00002692535,0.0009035365,0.00153686,0.0002410891,0.0002022159,0.00005184846,0.01399735,0.00001130515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549382,0.009063955,0.000685246,0.008971156,0.0001437981,0.0003699829,0.005678318,0.0003069166,0.01984246],"genre_scores_gemma":[0.9871783,0.004120889,0.001707804,0.002204082,0.0003588161,0.0002162377,0.002474407,0.00002815852,0.001711222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01539299,"threshold_uncertainty_score":0.03263599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202988931338448,"score_gpt":0.4517341528497617,"score_spread":0.3314352597159169,"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."}}