{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000883255,0.0001904404,0.0004146832,0.0008333951,0.0006395162,0.0007523851,0.0005218126,0.0004444799,0.001616139],"category_scores_gemma":[0.002899491,0.0003790547,0.000423812,0.001941851,0.0002679216,0.0009829417,0.000824743,0.0006735168,0.0003136368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008882771,"about_ca_system_score_gemma":0.0009277194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05296315,"about_ca_topic_score_gemma":0.08703417,"domain_scores_codex":[0.9992804,0.0001333411,0.000128337,0.0001536424,0.0001430593,0.0001612937],"domain_scores_gemma":[0.9980902,0.0001682342,0.0009239147,0.0001794451,0.0002961493,0.0003420792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004139138,0.0000216887,0.9992286,0.000006843853,0.00002875632,0.00006790661,0.0000833709,0.00001051091,0.00003743806,0.000009803619,0.0001465682,0.0003171779],"study_design_scores_gemma":[0.000005560614,0.00004077113,0.9990869,0.00001286766,0.0000202965,0.0002238649,0.0003262292,0.00005823959,0.00001155965,0.00001555287,0.0001942527,0.000004005068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977503,0.0001822777,0.00004022772,0.0001323998,0.000007123275,0.000018492,0.001305233,0.00000224721,0.0005615848],"genre_scores_gemma":[0.9983672,0.0002004221,0.00007109706,0.00007621762,0.000006355464,0.00002175075,0.001135734,0.000002490699,0.0001187857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05296315,"threshold_uncertainty_score":0.1053097,"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."}}