{"id":"W3097304857","doi":"10.1182/blood-2020-134819","title":"Increased Health Resource Utilization with the Introduction of Matrix for First-Line Treatment of Primary Central Nervous System Lymphoma","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; McMaster University","funders":"","keywords":"Medicine; Regimen; Cytarabine; ThioTEPA; Primary central nervous system lymphoma; Internal medicine; Chemotherapy regimen; Rituximab; Surgery; Chemotherapy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003543076,0.00009834574,0.0001943626,0.0003807344,0.0002850642,0.0006508196,0.0003575503,0.0002048586,0.002204707],"category_scores_gemma":[0.00213224,0.0001049455,0.0002150089,0.001206375,0.000228012,0.000388277,0.0005376135,0.0004818991,0.000114659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002465256,"about_ca_system_score_gemma":0.001441749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03871299,"about_ca_topic_score_gemma":0.09273854,"domain_scores_codex":[0.9994491,0.0001109874,0.0000677415,0.00009362325,0.0001498414,0.0001286011],"domain_scores_gemma":[0.9985011,0.0001894804,0.000860918,0.00003608179,0.0001319164,0.0002805738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00017068,0.00005520691,0.9827685,0.0001039682,0.0000840943,0.0001927991,0.0001522446,0.0001122008,0.0003055089,0.00005152223,0.001298566,0.01470471],"study_design_scores_gemma":[0.000008170124,0.00005538042,0.9986299,0.00003542022,0.00001928613,0.0003089767,0.0001652662,0.0001193029,0.00005605995,0.00001709456,0.0005830053,0.000002093404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958826,0.001559046,0.00007267718,0.0006020933,0.00001586569,0.00002137759,0.0008616187,0.000009535098,0.0009751251],"genre_scores_gemma":[0.9984553,0.0006419413,0.00008856931,0.0002035724,0.00002974536,0.00001217767,0.0004492551,0.000001787309,0.0001175644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03871299,"threshold_uncertainty_score":0.07697529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02517521470285474,"score_gpt":0.25252900200356,"score_spread":0.2273537873007053,"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."}}