{"id":"W4290978561","doi":"10.1093/nop/npac048","title":"Imaging in patients with glioblastoma: A national cohort study","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology Practice","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Public Health England; Cancer Research UK; National Institute for Health and Care Research; Imperial Oil Limited","keywords":"Medicine; Debulking; Cohort; Tumor Debulking; Radiation therapy; Magnetic resonance imaging; Glioblastoma; Radiosurgery; Radiology; Surgery; Cancer; Internal medicine; Chemotherapy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004874816,0.0001219455,0.000231119,0.0002254527,0.0001612124,0.00001198989,0.00007099303,0.00001941576,0.0001976149],"category_scores_gemma":[0.0008039144,0.0001065306,0.00002690539,0.0003882548,0.00003188951,0.0001885039,0.0001265712,0.0003826552,0.00002952159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005921589,"about_ca_system_score_gemma":0.0002656243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007473732,"about_ca_topic_score_gemma":0.00004041795,"domain_scores_codex":[0.9981053,0.0004274022,0.0002108959,0.0003688195,0.0006864255,0.0002011533],"domain_scores_gemma":[0.9984775,0.0008906267,0.0001700535,0.0001780892,0.0002151024,0.00006863233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00239722,0.01508906,0.9762419,0.000002155296,0.00009083315,0.002438477,0.0002812782,0.00009632303,0.00007410924,0.00004049287,0.002192474,0.001055662],"study_design_scores_gemma":[0.01162457,0.006047414,0.9373416,0.00000258201,0.0002448664,0.0003822019,0.0008159645,0.00005453256,0.00002180691,0.000005684369,0.04337588,0.00008291368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861411,0.00002556742,8.375021e-7,0.005495889,0.0002015044,0.001453159,0.000007477177,0.00003549464,0.006638984],"genre_scores_gemma":[0.9943622,0.00000234689,0.0001681555,0.004701765,0.00003321659,0.0006790394,0.00001729967,0.00002075744,0.0000152357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0411834,"threshold_uncertainty_score":0.434419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009925823546167802,"score_gpt":0.2986222897179894,"score_spread":0.2886964661718217,"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."}}