{"id":"W2101820986","doi":"10.1016/j.jval.2014.03.464","title":"Health Care Resource Utilization in the Management of Chronic Lymphocytic Leukemia at an Ontario Cancer Centre","year":2014,"lang":"en","type":"article","venue":"Value in Health","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Credit Valley Hospital; McMaster University; Health Sciences Centre; Juravinski Cancer Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Fludarabine; Chlorambucil; Chronic lymphocytic leukemia; Cohort; Internal medicine; Alemtuzumab; Rituximab; Retrospective cohort study; Chemotherapy regimen; Cancer; Chemotherapy; Oncology; Leukemia; Transplantation; Lymphoma; Cyclophosphamide","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":[0.001696747,0.0001896493,0.0004959314,0.0002203087,0.0001156448,0.00001178973,0.0002965568,0.00009457011,0.00009184399],"category_scores_gemma":[0.00002433625,0.000149908,0.00005593593,0.0005908148,0.00008627249,0.00005449703,0.0001093806,0.0002884674,0.00001296326],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.4363549,"about_ca_system_score_gemma":0.0527186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6801781,"about_ca_topic_score_gemma":0.4329549,"domain_scores_codex":[0.996496,0.0006992146,0.0007462261,0.0004730559,0.0007974309,0.000788105],"domain_scores_gemma":[0.9985387,0.0001307191,0.0002227581,0.0008221664,0.00005379448,0.0002318149],"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":[0.002227568,0.0006249333,0.05143066,0.04471032,0.0001741196,0.0002718274,0.212202,0.4214758,0.00002209747,0.008501637,0.007850627,0.2505084],"study_design_scores_gemma":[0.05911596,0.003118966,0.1162838,0.01091001,0.00006807011,0.0001637819,0.01263482,0.6330398,0.0002028885,0.0001675318,0.163739,0.0005553446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868442,0.007236971,0.00003607804,0.001951588,0.0001191821,0.001908566,0.000008685214,0.00003291533,0.001861791],"genre_scores_gemma":[0.9959034,0.001435511,0.0002164098,0.001396707,0.0001180501,0.00005810934,0.0001067546,0.00003557637,0.0007294586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3836363,"threshold_uncertainty_score":0.9526516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05192244247625553,"score_gpt":0.3482144586261496,"score_spread":0.296292016149894,"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."}}