{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008154871,0.0001124571,0.0001507877,0.0004390698,0.0001456063,0.00003790952,0.0001650247,0.00008509566,0.00004928281],"category_scores_gemma":[0.0001039275,0.0001000719,0.00005799376,0.0007693315,0.00001171975,0.0003036576,0.00008307492,0.0008378781,0.0004813035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003368533,"about_ca_system_score_gemma":0.0002204766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001175467,"about_ca_topic_score_gemma":0.009460305,"domain_scores_codex":[0.9972647,0.00001592746,0.0004030881,0.0001691233,0.0002088887,0.0019383],"domain_scores_gemma":[0.9997228,0.000009003387,0.00008513541,0.0001152503,0.00005331289,0.00001448974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003248308,0.0001218087,0.2755074,0.00006550187,0.00007285797,0.0001071191,0.00006613492,0.00003474604,0.0002192843,0.4647518,0.001351448,0.2576694],"study_design_scores_gemma":[0.001675605,0.000231656,0.08881101,0.00008618478,0.00003686154,0.0001669226,0.006149593,0.002996444,0.00003385048,0.7793208,0.1198625,0.0006286153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951839,0.0003814314,0.0001080434,0.001920853,0.0006023188,0.0001307891,3.026436e-7,0.0001235568,0.001548764],"genre_scores_gemma":[0.9987264,0.0005770345,0.000003333344,0.0001052775,0.0004232566,0.00001327952,0.000005535729,0.00001985451,0.000125992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.314569,"threshold_uncertainty_score":0.6186343,"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."}}