{"id":"W4413015102","doi":"10.1016/j.aed.2025.08.002","title":"Triage to Advice Only for Referring Providers: A Pilot Project Using Formal Consensus Methods to Establish Appropriate Patients for Electronic Consultations","year":2025,"lang":"en","type":"article","venue":"AACE Endocrinology and Diabetes","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto; Ottawa Hospital; Centre for Social Innovation; University of Ottawa","funders":"Ottawa Hospital; Women's College Hospital","keywords":"Triage; Advice (programming); Medical emergency; Medicine; Medical physics; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1122878,0.001178153,0.001588319,0.002330854,0.00676356,0.002293893,0.00326025,0.003209773,0.009329032],"category_scores_gemma":[0.1149095,0.00155898,0.002171011,0.001671905,0.003095468,0.003698124,0.006551485,0.004045529,0.001267898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006820912,"about_ca_system_score_gemma":0.0373879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02450781,"about_ca_topic_score_gemma":0.02871725,"domain_scores_codex":[0.9378514,0.04590857,0.004073321,0.003041044,0.004767803,0.004357844],"domain_scores_gemma":[0.8119846,0.1146938,0.00779119,0.01561369,0.03544231,0.01447441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03471263,0.2798337,0.09320488,0.004280108,0.0005396845,0.002541169,0.1008473,0.007418438,0.01205096,0.00281122,0.006197069,0.4555628],"study_design_scores_gemma":[0.09576008,0.4157808,0.2267185,0.003431348,0.002420382,0.002006838,0.1578613,0.04169887,0.02384602,0.007147558,0.02214394,0.00118427],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9181694,0.00009611536,0.01506751,0.0007113931,0.0001104401,0.06246852,0.000390818,0.0001411876,0.002844603],"genre_scores_gemma":[0.7937303,0.0002173501,0.1230032,0.001284606,0.00009946438,0.07910619,0.0008054498,0.0001057221,0.001647737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1122878,"threshold_uncertainty_score":0.5938419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808153868885142,"score_gpt":0.3497251712662952,"score_spread":0.3116436325774438,"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."}}