{"id":"W4237170104","doi":"10.1109/wsc.2012.6465107","title":"Evaluating healthcare systems with insufficient capacity to meet demand","year":2012,"lang":"en","type":"article","venue":"Proceedings Title: Proceedings of the 2012 Winter Simulation Conference (WSC)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Rockwell Automation","keywords":"Bottleneck; Flexibility (engineering); Queue; Computer science; Health care; Discrete event simulation; Queueing theory; Identification (biology); Operations research; Work (physics); Healthcare system; Risk analysis (engineering); Simulation; Engineering; Statistics; Mathematics; Computer network; Business; Economics","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":[0.001309761,0.0001948216,0.000275252,0.0001430387,0.0005312703,0.00006315426,0.0002572873,0.0001816122,0.000241296],"category_scores_gemma":[0.000473792,0.0001336464,0.00004280188,0.0004453103,0.0000507857,0.0005902271,0.0001200018,0.0003184052,0.0001166175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902853,"about_ca_system_score_gemma":0.000164944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007085757,"about_ca_topic_score_gemma":0.00001234058,"domain_scores_codex":[0.9981552,0.00003134758,0.0005797438,0.0002687022,0.0004830092,0.0004819512],"domain_scores_gemma":[0.9965672,0.00008181015,0.0004511843,0.0001105577,0.002564316,0.0002248918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004633585,0.0004879026,0.5715585,0.005332109,0.0001729873,1.212213e-7,0.0893923,0.02055351,0.009310906,0.2690139,0.03087101,0.002843419],"study_design_scores_gemma":[0.002860268,0.001389697,0.06250266,0.009327522,0.0003112183,0.00001974474,0.02281938,0.8484893,0.00253208,0.001083222,0.04680544,0.001859466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522687,0.0001111369,0.004033388,0.002476395,0.001097089,0.002221123,0.00002302221,0.0001352813,0.03763392],"genre_scores_gemma":[0.9933506,0.0000040448,0.003873956,0.0003746561,0.0004008227,0.0001258876,0.00000278993,0.00003410714,0.001833174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8279358,"threshold_uncertainty_score":0.5449942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1981857870121756,"score_gpt":0.4379541038388042,"score_spread":0.2397683168266286,"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."}}