{"id":"W3193178229","doi":"10.2139/ssrn.3819868","title":"To Batch or Not to Batch? Impact of Admission Batching on Emergency Department Boarding Time and Physician Productivity","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Productivity; Emergency department; Business; Operations management; Medical emergency; Medicine; Economics; Nursing","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":[0.006585403,0.000485616,0.0007616339,0.0006547924,0.0005017741,0.002462897,0.001073982,0.001102041,0.00744599],"category_scores_gemma":[0.02333169,0.0004502808,0.0007599262,0.0006847953,0.0007575701,0.001747132,0.0006187406,0.001433829,0.000504336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002045044,"about_ca_system_score_gemma":0.003387775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01727632,"about_ca_topic_score_gemma":0.01333188,"domain_scores_codex":[0.9970117,0.0008774053,0.000121264,0.0003671741,0.0003291163,0.001293384],"domain_scores_gemma":[0.959591,0.02939572,0.005351537,0.0008105088,0.001524081,0.003327218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01952958,0.005251774,0.4685263,0.0003233099,0.0006558704,0.000750388,0.0003476958,0.4158261,0.01189513,0.003595931,0.005161058,0.0681368],"study_design_scores_gemma":[0.0004020183,0.004378077,0.4858849,0.00007241931,0.0004286112,0.000219573,0.002129268,0.4984969,0.003892586,0.003117481,0.0008757035,0.0001023895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994912,0.0002598581,0.001596161,0.0007709613,0.00005761947,0.00003021814,0.0002878343,0.0000409018,0.002044481],"genre_scores_gemma":[0.9988538,0.00004780045,0.0003393442,0.00004654337,0.00001887607,0.000005532724,0.00009494974,0.000005990516,0.0005871764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01727632,"threshold_uncertainty_score":0.03482735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03562205632776631,"score_gpt":0.4234997465822855,"score_spread":0.3878776902545191,"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."}}