{"id":"W1911782486","doi":"10.24908/pceea.v0i0.3784","title":"ANALYSIS OF SURGICAL PATIENT FLOW AT WINNIPEG HEALTH SCIENCES CENTRE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Winnipeg Regional Health Authority; University of Manitoba","funders":"","keywords":"Quality (philosophy); Health care; Operations management; Process (computing); Medicine; Medical emergency; Operations research; Computer science; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002231147,0.00011576,0.0002856403,0.00139813,0.0002795562,0.0001099736,0.0006676609,0.0000754473,0.0002901983],"category_scores_gemma":[0.001750888,0.00009450147,0.0001713063,0.003852325,0.00005154256,0.0003208194,0.0000846226,0.00009094712,0.00001018521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637261,"about_ca_system_score_gemma":0.0005773715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01054963,"about_ca_topic_score_gemma":0.019484,"domain_scores_codex":[0.9977044,0.00002663921,0.0006575627,0.0002884651,0.001048389,0.0002744946],"domain_scores_gemma":[0.9976224,0.0001214066,0.0008485039,0.0001846741,0.001046317,0.0001766991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003699771,0.0001560263,0.8627362,0.00003857165,0.0003082802,8.863211e-8,0.007110314,0.002556316,0.0001231125,0.02390702,0.09643828,0.006622081],"study_design_scores_gemma":[0.0002312148,0.0001279945,0.8468938,0.0001419647,0.000361451,0.000002154531,0.003283228,0.04342298,0.004918785,0.001346602,0.09875283,0.0005170325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540827,0.0001472496,0.00008054075,0.01304794,0.001077846,0.0007664057,0.00009431722,0.0001019115,0.03060106],"genre_scores_gemma":[0.9939307,0.00001127808,0.003637375,0.0001816462,0.00002525945,0.00001555634,0.000005805791,0.000009103859,0.002183294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04086666,"threshold_uncertainty_score":0.9984078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03291775601833614,"score_gpt":0.2890346671310156,"score_spread":0.2561169111126795,"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."}}