{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005615782,0.0002198883,0.0004236337,0.0006954522,0.0004718431,0.0001136611,0.0001724335,0.0001138212,0.000001361228],"category_scores_gemma":[0.002961387,0.0002114594,0.00005493209,0.0005950559,0.00005745729,0.0003133447,0.0001951446,0.0001584164,0.000002379207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006779254,"about_ca_system_score_gemma":0.0002146839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001025341,"about_ca_topic_score_gemma":0.0009798105,"domain_scores_codex":[0.9979016,0.00005249841,0.0004437165,0.0005005412,0.00005862729,0.001043008],"domain_scores_gemma":[0.9984351,0.0007445388,0.0001703155,0.0002129759,0.0004127422,0.00002435231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001152298,0.0003307333,0.05791272,0.003013657,0.0004028187,0.000001800098,0.0002648593,0.00004462467,0.003367459,0.5990772,0.007869212,0.3265627],"study_design_scores_gemma":[0.0127477,0.001776174,0.009182432,0.0004404967,0.0005179979,0.000005457595,0.002407513,0.008321828,0.002943072,0.05626813,0.9042016,0.001187576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720017,0.0002430259,0.01800304,0.003192706,0.0005309801,0.004999704,0.00002969519,0.0002941802,0.0007049678],"genre_scores_gemma":[0.9569615,0.000003781406,0.03822161,0.002911042,0.000161161,0.001460263,0.00003178203,0.00003114932,0.0002177389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8963324,"threshold_uncertainty_score":0.8623065,"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."}}