{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007646789,0.000238604,0.000368088,0.0007911055,0.0003739277,0.0005936711,0.0002784852,0.0003135546,0.001461473],"category_scores_gemma":[0.002022225,0.0003075988,0.0004415992,0.001105489,0.0002153749,0.0005272336,0.0003664879,0.0003259541,0.0003149264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003622689,"about_ca_system_score_gemma":0.0004485858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003924779,"about_ca_topic_score_gemma":0.004849877,"domain_scores_codex":[0.9994859,0.0001022105,0.00007550142,0.0001509397,0.00008820531,0.00009730476],"domain_scores_gemma":[0.9985788,0.0002068154,0.0007223752,0.0001397092,0.0001448059,0.0002075977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005468881,0.00001563882,0.9993679,0.000002989898,0.00001661326,0.00009455482,0.00003331685,0.00001039386,0.00004705361,0.000005628769,0.00003269102,0.0003186001],"study_design_scores_gemma":[0.00001130222,0.0001737352,0.9982483,0.000005962935,0.00002612464,0.000856716,0.0002655058,0.0001451473,0.00004826108,0.00001407921,0.0001999325,0.000004939347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994741,0.00007667962,0.00004635236,0.000007347171,0.00000152541,0.000009582891,0.0002321299,0.000001046281,0.0001512723],"genre_scores_gemma":[0.9994994,0.00004957147,0.00004293442,0.00001130725,0.00000388383,0.00001168073,0.0003253481,0.000001188802,0.0000545333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003924779,"threshold_uncertainty_score":0.007803857,"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."}}