{"id":"W4387934026","doi":"10.1016/j.jcjd.2023.10.381","title":"TRIAGING REFERRALS TO ECONSULTS (TREC): PROOF OF CONCEPT","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Referral; Medicine; Triage; Workflow; Advice (programming); Primary care; Medical emergency; Proof of concept; Internet privacy; Family medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006723675,0.00009445794,0.0003373447,0.001121013,0.00008337342,0.00005782527,0.000261185,0.00007884519,0.0001019166],"category_scores_gemma":[0.0007614782,0.00008475642,0.00007300721,0.0008512564,0.00004596549,0.0002565186,0.00002282299,0.0001419256,0.00005433582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005381527,"about_ca_system_score_gemma":0.0003761926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004107228,"about_ca_topic_score_gemma":0.02141751,"domain_scores_codex":[0.9988465,0.0000147539,0.0005189187,0.0001048505,0.0001123798,0.0004026101],"domain_scores_gemma":[0.9989979,0.00005564534,0.0003596811,0.0001433861,0.0003409989,0.000102445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007506916,0.00001871024,0.2401272,0.0007616022,0.0001858793,0.0001002081,0.0007423759,0.0002075324,0.00066288,0.01036949,0.1779433,0.5688733],"study_design_scores_gemma":[0.001325955,0.0001563393,0.05538579,0.001052982,0.00005448786,0.000004208639,0.001546922,0.0003126878,0.002533419,0.006345328,0.930895,0.0003868694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880258,0.0004361148,0.000008654488,0.00848132,0.0008033665,0.0001800669,0.00001166339,0.00002445025,0.002028513],"genre_scores_gemma":[0.998371,8.745955e-7,0.00004276245,0.0008452435,0.0005519586,0.000002761617,0.000003552868,0.00001684196,0.0001650042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7529517,"threshold_uncertainty_score":0.9964391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04071463475367092,"score_gpt":0.2579063578820276,"score_spread":0.2171917231283567,"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."}}