{"id":"W2803198232","doi":"10.1093/jcag/gwy017","title":"Improving Access to Gastroenterologist Using eConsultation: A Way to Potentially Shorten Wait Times","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Referral; Hepatology; Primary care; Internal medicine; Family medicine; Face-to-face; Gastroenterology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003807589,0.0002616369,0.0002883113,0.001240084,0.001415104,0.002007354,0.001081715,0.0007725169,0.02099896],"category_scores_gemma":[0.0255425,0.0002087071,0.0004866716,0.00141861,0.0006308462,0.00173334,0.002761247,0.0008416682,0.001370909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004902669,"about_ca_system_score_gemma":0.01794238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06395391,"about_ca_topic_score_gemma":0.1552845,"domain_scores_codex":[0.99765,0.001038249,0.0001672152,0.0001548049,0.0004419293,0.0005478752],"domain_scores_gemma":[0.9742586,0.007947125,0.005985018,0.000855748,0.002837382,0.008116208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009571405,0.001324694,0.3428991,0.001404618,0.00007490686,0.0005416634,0.002143231,0.0006738491,0.001035741,0.001359472,0.08683133,0.5607543],"study_design_scores_gemma":[0.0008374796,0.002642803,0.9022167,0.002455162,0.0001573123,0.001150938,0.00974465,0.005025295,0.001307459,0.001885227,0.07244173,0.000135109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8508104,0.00576774,0.00585182,0.08328132,0.0006662034,0.0009563012,0.00180417,0.001208184,0.04965386],"genre_scores_gemma":[0.9685705,0.002151674,0.01450258,0.00752672,0.0004326205,0.0003373885,0.0007826827,0.00005948847,0.005636315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06395391,"threshold_uncertainty_score":0.1271633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835223377621365,"score_gpt":0.2539758568582069,"score_spread":0.2356236230819933,"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."}}