{"id":"W4413856501","doi":"10.1093/noajnl/vdaf166.056","title":"61 EVALUATING CLINICAL AND BIOLOGICAL DETERMINANTS OF TREATMENT STRATEGY AND OUTCOMES IN GRADE 2 ADULT-TYPE DIFFUSE GLIOMAS: A RETROSPECTIVE COHORT STUDY","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Retrospective cohort study; Cohort; Oncology; Cohort study; Internal medicine; Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003351292,0.0002218771,0.001122274,0.00016513,0.00008578598,0.000009823811,0.00005209316,0.0001365999,0.000006175415],"category_scores_gemma":[0.001085769,0.0001422562,0.00006551135,0.0002344335,0.0003982943,0.0000582494,0.00007763955,0.000155477,8.300254e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001206928,"about_ca_system_score_gemma":0.0001317584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001055907,"about_ca_topic_score_gemma":0.0007867139,"domain_scores_codex":[0.9980626,0.0003800672,0.0006140768,0.0005853235,0.0001192378,0.0002387469],"domain_scores_gemma":[0.9981495,0.001276717,0.0001806152,0.0002118252,0.00009935397,0.00008194691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005660008,0.00526322,0.9681255,0.00001673866,0.0001585406,0.0004421025,0.0001765384,0.000001818102,0.0008461729,0.00006634364,0.000002882369,0.02433419],"study_design_scores_gemma":[0.01089934,0.02326172,0.9636193,0.00004068492,0.0002992743,0.00003974103,0.0007015931,0.0001202869,0.000569854,0.0003170093,0.00004578915,0.00008540398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996546,0.001263071,3.594666e-7,0.0002332923,0.000219339,0.001560849,0.000008048402,0.00002273714,0.0001463031],"genre_scores_gemma":[0.9971121,0.002304006,0.0002000859,0.0001417893,0.0000189696,0.0001990545,0.000002653904,0.00000785662,0.00001347266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02424879,"threshold_uncertainty_score":0.580104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06173567987981194,"score_gpt":0.4437298566101329,"score_spread":0.381994176730321,"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."}}