{"id":"W4399787129","doi":"10.1093/neuonc/noae064.312","title":"HGG-28. THE IMPACT OF CMMRD IN HIGH-GRADE GLIOMA PATIENTS, A RETROSPECTIVE ANALYSIS OF 7 YEARS IN LMIC; AN IRRDC STUDY","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Glioma; Medicine; Oncology; Internal medicine; Cancer research","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":[0.0003396418,0.0003078684,0.0002376453,0.001479406,0.0005976534,0.0005873725,0.0003257817,0.0003354699,0.001660757],"category_scores_gemma":[0.000954633,0.0002419568,0.0003185588,0.00148189,0.0003381295,0.0004384075,0.0004278781,0.0003675102,0.0004970753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005378779,"about_ca_system_score_gemma":0.0005369142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009649684,"about_ca_topic_score_gemma":0.01030794,"domain_scores_codex":[0.9995822,0.00007358685,0.00004794295,0.0001103601,0.00008126901,0.0001046538],"domain_scores_gemma":[0.9991528,0.00007768032,0.0004048791,0.00005186433,0.0001089511,0.000203803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000218866,0.000007272188,0.9992183,0.000003298837,0.000007353526,0.0002430988,0.00002993989,0.000007010744,0.0000527834,0.000003798437,0.00005494177,0.0003502455],"study_design_scores_gemma":[0.000003793312,0.00007248,0.9978129,0.000007523008,0.00001655375,0.00133109,0.0003559085,0.00004581871,0.00005199323,0.000007000802,0.0002925502,0.000002523485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987657,0.000227711,0.00002537161,0.00002167696,0.000002952789,0.00000749959,0.0004565383,0.000003047043,0.0004894239],"genre_scores_gemma":[0.9993507,0.00009516709,0.00002537466,0.0000216013,0.000006170678,0.000007235102,0.0004018532,0.000001805148,0.00009010643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009649684,"threshold_uncertainty_score":0.01918703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784094156722224,"score_gpt":0.3405402765137991,"score_spread":0.3226993349465769,"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."}}