{"id":"W4393969780","doi":"10.1016/j.wneu.2024.03.166","title":"A Study on Prognosis of Diffuse Glioma Based on Clinical Factors and Magnetic Resonance Imaging Radiomics","year":2024,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Medicine; Nomogram; Glioma; Cohort; Magnetic resonance imaging; Radiomics; Retrospective cohort study; Internal medicine; Oncology; Radiology; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002299471,0.0002358111,0.0004924872,0.0005936475,0.00004477933,0.00005198121,0.00004939562,0.00002873479,0.00002177127],"category_scores_gemma":[0.0002414789,0.0001702405,0.000212129,0.0006133465,0.00009691898,0.00003331791,0.0000295683,0.0002134107,0.000008826672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003138744,"about_ca_system_score_gemma":0.00004747521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001207299,"about_ca_topic_score_gemma":0.000005626281,"domain_scores_codex":[0.9982525,0.0001392865,0.0005070388,0.0005497205,0.0003223699,0.0002291232],"domain_scores_gemma":[0.9974647,0.001917714,0.00006793386,0.0003663117,0.00002488768,0.000158508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002741484,0.004399947,0.9734612,0.00004959871,0.00002213592,0.003282738,0.00007075672,0.000001325418,0.0006232428,0.00003052162,0.002101081,0.01568332],"study_design_scores_gemma":[0.001859243,0.001496367,0.9887501,0.000471773,0.0001822888,0.00002155156,0.00002983505,0.0007589124,0.00356441,0.00000561388,0.002733882,0.000126019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951948,0.00175121,4.298651e-7,0.001498846,0.0005860426,0.0006560355,0.00002244017,0.00009498856,0.0001952243],"genre_scores_gemma":[0.9990609,0.00006684233,0.00001873456,0.0005886414,0.0000758458,0.00007081123,0.000005001838,0.0000470575,0.00006615004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0155573,"threshold_uncertainty_score":0.6942208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610013605255724,"score_gpt":0.3195537857610395,"score_spread":0.2734536497084822,"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."}}