{"id":"W1990231686","doi":"10.12927/hcq.2013.21998","title":"Optimizing Resource Allocation and Patient Flow: Process Analysis and Reorganization in Three Chemotherapy Outpatient Clinics*","year":2010,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Nova Scotia; Nova Scotia Cancer Centre; TD Bank Group; Cancer Care South East; Occupational Cancer Research Centre","funders":"","keywords":"Ambulatory; Medicine; Ambulatory care; Resource allocation; Chemotherapy; Outpatient clinic; Family medicine; Intensive care medicine; Business; Health care; Economic growth; Surgery; Internal medicine; Economics; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003482794,0.0001400381,0.0003842275,0.0003271537,0.00009473308,0.00007597415,0.00007705072,0.0001770509,0.00003238603],"category_scores_gemma":[0.00004668981,0.0001675428,0.0000394107,0.0003773317,0.00004905302,0.0002746317,0.000009329635,0.0002486643,0.000009506217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006658612,"about_ca_system_score_gemma":0.00004154906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007787074,"about_ca_topic_score_gemma":0.004903684,"domain_scores_codex":[0.9985864,0.00001346798,0.0006875627,0.0004367522,0.00003251421,0.0002432924],"domain_scores_gemma":[0.9991763,0.00003350275,0.0003619472,0.0002406152,0.00006118987,0.0001264654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008474688,0.00009774014,0.6681119,0.00009420783,0.0000625554,0.000001407543,0.02631522,0.0001325922,0.00001184798,0.01598444,0.00002972948,0.2890736],"study_design_scores_gemma":[0.001423159,0.001200997,0.9349372,0.0000427702,0.00002582117,0.000004081803,0.001857402,0.03014616,0.00004286633,0.02399484,0.005740999,0.000583652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912862,0.0009930305,0.00313564,0.003706858,0.0001659726,0.0003121541,0.00003701189,0.00002449224,0.0003386801],"genre_scores_gemma":[0.9971734,0.0001595605,0.001587596,0.0009228521,0.0000699585,0.00002558051,0.00002539924,0.00002276961,0.00001287334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.28849,"threshold_uncertainty_score":0.6832196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467504658146028,"score_gpt":0.2560598837985695,"score_spread":0.2413848372171092,"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."}}