{"id":"W4384070202","doi":"10.1093/noajnl/vdad071.013","title":"TREATMENT, HEALTHCARE UTILIZATION AND OUTCOMES IN PATIENTS WITH GLIOBLASTOMA IN ONTARIO: A 10-YEAR COHORT STUDY","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Cohort; Health care; Glioblastoma; Receipt; Internal medicine; Population; Cohort study; Cancer; Oncology; Family medicine; Environmental health","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":[0.0006068838,0.0003370251,0.000448627,0.0009341176,0.00190734,0.00102286,0.0009846616,0.0004339532,0.001770678],"category_scores_gemma":[0.001755433,0.000443282,0.0009107983,0.003654096,0.0004631212,0.0005454401,0.001097749,0.0006431037,0.000274755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0143988,"about_ca_system_score_gemma":0.01601901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.959752,"about_ca_topic_score_gemma":0.9764159,"domain_scores_codex":[0.9992054,0.00005539785,0.0000680522,0.0001387186,0.0002359713,0.0002965257],"domain_scores_gemma":[0.9980642,0.00007390905,0.000757111,0.0001109545,0.0005858713,0.000407992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004060274,0.00002135134,0.9982015,0.00001601771,0.00004901373,0.00004781965,0.0002758462,0.00002868343,0.00006357576,0.00002228057,0.0006378558,0.0005955842],"study_design_scores_gemma":[0.000008326738,0.00001484505,0.9989377,0.00001654677,0.00002492939,0.00002772719,0.0003534639,0.0001049939,0.00001074668,0.00001139619,0.0004843788,0.000004905565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879097,0.0004325645,0.0001126383,0.000361925,0.00001514387,0.00007752926,0.009814717,0.000007585043,0.001268168],"genre_scores_gemma":[0.9948291,0.0003844346,0.000134382,0.0001370233,0.00001227405,0.00005880955,0.003869666,0.000004773894,0.0005696064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04024798,"threshold_uncertainty_score":0.1044711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02299889860989063,"score_gpt":0.3218761350399865,"score_spread":0.2988772364300959,"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."}}