{"id":"W2987584412","doi":"10.1155/2019/5179081","title":"A Health Records Review of Outpatient Referrals from the Emergency Department","year":2019,"lang":"en","type":"article","venue":"Emergency Medicine International","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Heart and Stroke Foundation of Canada","keywords":"Medicine; Emergency department; Referral; Specialty; Family medicine; Ambulatory; Attendance; Emergency medicine; Outpatient clinic; Pediatrics; Medical emergency; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002165853,0.000238035,0.0004650375,0.006897933,0.00072934,0.0007496518,0.000776199,0.0004372654,0.001671789],"category_scores_gemma":[0.01096819,0.0002677071,0.000418167,0.009022107,0.0003459641,0.0005013843,0.0005782948,0.0003361449,0.0005112294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002195118,"about_ca_system_score_gemma":0.004849677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05987521,"about_ca_topic_score_gemma":0.08933809,"domain_scores_codex":[0.9966801,0.0006269257,0.001334978,0.0003833274,0.0007620854,0.0002126171],"domain_scores_gemma":[0.981064,0.004062875,0.008288011,0.0008555774,0.005217019,0.0005125637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004328161,0.000123807,0.9276425,0.003604107,0.0001854863,0.003307671,0.003580726,0.0000976044,0.00193084,0.00009818649,0.009202975,0.04979323],"study_design_scores_gemma":[0.00002202354,0.0001025225,0.9875787,0.0005958704,0.0001124277,0.001217656,0.002029697,0.00008434737,0.000596981,0.000009238235,0.007638755,0.00001193642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9098403,0.01354798,0.0007577061,0.0005621329,0.00007237377,0.001450887,0.06771025,0.0000856012,0.005972807],"genre_scores_gemma":[0.9515732,0.009037637,0.002664553,0.0004505537,0.00007983201,0.0008329896,0.03362539,0.00002322555,0.001712697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05987521,"threshold_uncertainty_score":0.1190534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05235646368854218,"score_gpt":0.346379157341082,"score_spread":0.2940226936525399,"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."}}