{"id":"W4385963225","doi":"10.1093/noajnl/vdad071.008","title":"THE CLINICAL AND MOLECULAR LANDSCAPE OF GLIOMAS IN ADOLESCENTS AND YOUNG ADULTS","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Brain Tumor Funders' Collaborative","keywords":"Medicine; Glioma; Young adult; Oncology; Internal medicine; Mutation; Population; Pediatrics; Cancer research; Genetics; Gene; Biology","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":[0.0002037948,0.00008671892,0.0002624937,0.0000843396,0.00004446433,0.00000472969,0.00004333583,0.00007078949,0.000001535976],"category_scores_gemma":[0.0002667881,0.00005626662,0.00003533315,0.0002123929,0.0002243365,0.00003431768,0.00006180183,0.00012432,0.000004260437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005975066,"about_ca_system_score_gemma":0.00002559354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008933442,"about_ca_topic_score_gemma":0.0001589112,"domain_scores_codex":[0.9991494,0.0001005737,0.0002835321,0.0001999552,0.00009916513,0.0001673271],"domain_scores_gemma":[0.9993713,0.0003174967,0.00008120952,0.0001311914,0.00002969542,0.00006904919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003896359,0.0001717885,0.9499542,0.00004393341,0.00001778689,0.0006458426,0.00008462581,0.000002144006,0.002038128,0.00007010244,0.0001280707,0.04645375],"study_design_scores_gemma":[0.004861216,0.001023796,0.9852851,0.0001254645,0.00004711575,0.0001180234,0.0003503742,0.000148209,0.001965876,0.0001995717,0.005820862,0.00005438454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915755,0.00619432,6.55482e-7,0.001445389,0.0002614082,0.000268559,0.000002605168,0.00002032905,0.0002312565],"genre_scores_gemma":[0.9911003,0.00855365,0.00005164079,0.0002176517,0.00002936066,0.00003315554,0.000002317503,0.000008203315,0.000003727605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04639937,"threshold_uncertainty_score":0.2294486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554615171695239,"score_gpt":0.3346073802517521,"score_spread":0.3190612285347997,"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."}}