{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006168132,0.000173751,0.0004789828,0.0002981034,0.00004800625,0.00000669153,0.00003160903,0.00005996386,0.00003410862],"category_scores_gemma":[0.00005467923,0.0001210535,0.00002235489,0.0003736256,0.00004565271,0.0001023619,0.00002609155,0.0001021154,0.00001738621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004179376,"about_ca_system_score_gemma":0.0001141701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004285458,"about_ca_topic_score_gemma":0.385227,"domain_scores_codex":[0.9988493,0.00009983101,0.0002376011,0.0004022199,0.0001649585,0.0002461018],"domain_scores_gemma":[0.999433,0.0002016774,0.00007640458,0.0001670188,0.00004309096,0.00007876739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009982476,0.002611912,0.9887065,0.00001050538,0.00004451126,0.0005815168,0.0006511086,0.00001788464,0.000005249028,0.000009636503,0.00001605687,0.006346877],"study_design_scores_gemma":[0.01292036,0.0140753,0.9693783,0.00002270723,0.00005538419,0.000006308964,0.0004324058,0.000009572857,0.00002854703,0.00001549333,0.002976713,0.00007889754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970474,0.00009885777,1.126686e-7,0.0006710958,0.0001004871,0.001868732,0.000007431892,0.00004981338,0.0001560926],"genre_scores_gemma":[0.9990628,0.0001747916,0.00004394326,0.0001279729,0.000006535152,0.0004549668,0.00003855658,0.00001635344,0.00007403944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3809415,"threshold_uncertainty_score":0.647836,"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."}}