{"id":"W2895627015","doi":"10.1016/j.jcjd.2018.08.104","title":"Medical Subspecialty Referral Triage: An Ignored Teachable Skill","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Triage; Medicine; Referral; Specialty; Subspecialty; Family medicine; Curriculum; Medical emergency; Graduate medical education; Emergency medicine; Accreditation; Medical education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006623141,0.000424064,0.0004349691,0.001702386,0.004131641,0.004407882,0.002203714,0.002850029,0.01322597],"category_scores_gemma":[0.03229213,0.0004717199,0.0004554574,0.0006775216,0.002234865,0.002782811,0.004542865,0.008234345,0.002395983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007141413,"about_ca_system_score_gemma":0.02894493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0273909,"about_ca_topic_score_gemma":0.1147036,"domain_scores_codex":[0.995741,0.0008877683,0.0002840616,0.0004430846,0.001964162,0.0006799658],"domain_scores_gemma":[0.9625709,0.009598211,0.003501337,0.001107728,0.008993421,0.01422838],"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":[0.0001707893,0.001562326,0.06096567,0.001725914,0.00009091241,0.004352734,0.01247089,0.000589015,0.003822644,0.009884263,0.3074991,0.5968657],"study_design_scores_gemma":[0.0002736702,0.001281059,0.1561957,0.01567094,0.0003044227,0.01730143,0.05458865,0.002946667,0.003705692,0.0429772,0.7043459,0.0004085778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1068624,0.03099291,0.008826997,0.7599261,0.02238676,0.0002037276,0.0003209082,0.0004241606,0.07005608],"genre_scores_gemma":[0.6154707,0.06018611,0.03572059,0.2135729,0.02431587,0.0002460426,0.0004723921,0.0004451457,0.04957024],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0273909,"threshold_uncertainty_score":0.05446291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249653359647306,"score_gpt":0.2915788590521579,"score_spread":0.2690823254556848,"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."}}