{"id":"W2056359986","doi":"10.1007/s10729-007-9026-7","title":"Using the Statecharts paradigm for simulation of patient flow in surgical care","year":2007,"lang":"en","type":"article","venue":"Health Care Management Science","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Health informatics; Health administration; Computer science; Flow (mathematics); Nursing research; Medicine; Nursing; Public health; Mathematics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00268344,0.00009648359,0.0001708065,0.0002871194,0.001526701,0.00001490402,0.0001732438,0.00005609934,0.00001119337],"category_scores_gemma":[0.00007754092,0.00007405981,0.00003010974,0.0009518298,0.00009937556,0.0001557496,0.00008130685,0.0001700134,0.000002064421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008804321,"about_ca_system_score_gemma":0.0005997267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003461642,"about_ca_topic_score_gemma":0.0008265504,"domain_scores_codex":[0.9976612,0.0001832196,0.0007752395,0.0003102952,0.0004464665,0.0006236165],"domain_scores_gemma":[0.9986721,0.0002774798,0.0002536785,0.0003035737,0.0003704116,0.0001227024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008134096,0.00003266922,0.004211414,0.001196061,0.000002556826,0.000003562701,0.05279695,0.8598165,0.000003009304,0.017197,0.00003483178,0.0646241],"study_design_scores_gemma":[0.001580811,0.000388354,0.007429959,0.0007432008,0.00001211869,7.744194e-7,0.2010426,0.7456731,0.00003912101,0.000213113,0.04260429,0.000272599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4781302,0.001409293,0.4971143,0.003719213,0.002182877,0.01254417,0.00007578153,0.00009961405,0.00472459],"genre_scores_gemma":[0.9711201,0.00004981634,0.02790265,0.0007488365,0.0000478469,0.00007494085,0.00003023574,0.00001024814,0.0000153697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4929899,"threshold_uncertainty_score":0.9997732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08432868169072259,"score_gpt":0.4807706824294234,"score_spread":0.3964420007387008,"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."}}