{"id":"W4388498219","doi":"10.1177/1357633x231211352","title":"Specialists accessing specialty advice: Evaluating utilization, benefits, and impact of care of an e-consultation service","year":2023,"lang":"en","type":"article","venue":"Journal of Telemedicine and Telecare","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Specialty; Referral; Medicine; Specialist care; Family medicine; Service (business); Primary care; Telemedicine; Health care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007202758,0.0001293038,0.0004473714,0.000624129,0.0001078084,0.00003933041,0.000128662,0.0001001524,0.00003564743],"category_scores_gemma":[0.0005532654,0.00009898677,0.00005079577,0.001093535,0.00004801076,0.000615265,0.00006521207,0.0001469348,7.595835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003203436,"about_ca_system_score_gemma":0.0001292954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870896,"about_ca_topic_score_gemma":0.001452064,"domain_scores_codex":[0.9985175,0.00002682742,0.0007813511,0.0001390441,0.0003621371,0.0001731036],"domain_scores_gemma":[0.9966406,0.00007251518,0.001079752,0.0001181137,0.002056344,0.00003264926],"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":[0.0001230942,0.00002768014,0.2149236,0.002047514,0.00006612895,0.00001946673,0.002209757,0.000131259,0.001060118,0.0006023343,0.0004450144,0.778344],"study_design_scores_gemma":[0.00304089,0.0007319896,0.9656808,0.001578018,0.0002100705,0.00007728729,0.01951606,0.004734313,0.0003203416,0.0006538605,0.003237512,0.000218859],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967862,0.001859277,0.00001233048,0.0006250869,0.000191483,0.0001783834,0.00001033801,0.0000313855,0.0003054662],"genre_scores_gemma":[0.9980466,0.0002438011,0.0002124181,0.0001155391,0.001321634,0.000001249958,0.00003910908,0.00001609255,0.000003553096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7781252,"threshold_uncertainty_score":0.4036563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05723115330053972,"score_gpt":0.3733105514946385,"score_spread":0.3160793981940987,"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."}}