{"id":"W4379511097","doi":"10.2139/ssrn.4465161","title":"Vertical Patient Streaming in Emergency Departments","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Medical emergency; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001527612,0.0001887597,0.0002078573,0.0008823752,0.000827919,0.001818468,0.0004190237,0.000840965,0.01608106],"category_scores_gemma":[0.01406852,0.0002328462,0.0002314773,0.001417495,0.0003145255,0.001364517,0.001203513,0.0007440746,0.001045601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001871238,"about_ca_system_score_gemma":0.002153546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01290044,"about_ca_topic_score_gemma":0.01725699,"domain_scores_codex":[0.9978898,0.0008458644,0.0001858367,0.0002399536,0.0002828952,0.0005557088],"domain_scores_gemma":[0.9903091,0.003558753,0.002412715,0.0002506259,0.0009215736,0.002547387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001978235,0.0005698563,0.8901578,0.0001769007,0.00006927142,0.001215493,0.002100603,0.001706811,0.0006609625,0.003872016,0.009743334,0.08774871],"study_design_scores_gemma":[0.0001235352,0.00138897,0.9436465,0.000486619,0.00008938661,0.002414392,0.02320235,0.01251761,0.0007395679,0.006302487,0.009031707,0.00005689843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890924,0.0004233905,0.000346589,0.001589523,0.00007525793,0.00003828273,0.0006388148,0.00002907399,0.007766784],"genre_scores_gemma":[0.9984543,0.0001804197,0.0002104112,0.0001222534,0.00005125974,0.000006597104,0.0003410594,0.00000592071,0.0006277382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01608106,"threshold_uncertainty_score":0.05379653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280378010783651,"score_gpt":0.2544303192007945,"score_spread":0.2416265390929579,"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."}}