{"id":"W4309017246","doi":"10.1093/neuonc/noac209.958","title":"RBIO-06. CLINICAL AND MOLECULAR PREDICTORS OF RADIATION RESPONSIVENESS IN MENINGIOMAS: A MULTICENTER RETROSPECTIVE COHORT STUDY","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Meningioma; Medicine; Oncology; Cohort; DNA methylation; Internal medicine; Propensity score matching; Malignant meningioma; Pathology; Biology; Gene expression; Gene; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001024952,0.0003922876,0.000513538,0.0007464279,0.0006412853,0.0008645147,0.0006020241,0.0004496319,0.001677136],"category_scores_gemma":[0.001561878,0.0004404374,0.0007866818,0.001242142,0.0002499062,0.0004614774,0.000557982,0.0006013422,0.0006407126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003781745,"about_ca_system_score_gemma":0.0004568795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003417415,"about_ca_topic_score_gemma":0.003015808,"domain_scores_codex":[0.9993693,0.0001074211,0.00007477352,0.0002662797,0.00008545294,0.00009671292],"domain_scores_gemma":[0.9985164,0.0001093344,0.0006670854,0.0002984105,0.0001347158,0.000274062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004793988,0.00003014441,0.9976401,0.00001464415,0.0001351111,0.0001267824,0.00005316556,0.0000292071,0.0006725505,0.00001386568,0.0001503479,0.0006547501],"study_design_scores_gemma":[0.00003331749,0.0001708888,0.998147,0.000007462906,0.0001483718,0.0005355328,0.0001201999,0.0001453502,0.0001639868,0.00002070597,0.000499995,0.000007258989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977635,0.0003286904,0.0001257453,0.0000274279,0.000006453804,0.00001786712,0.001462303,0.000008386938,0.0002596792],"genre_scores_gemma":[0.9980949,0.0001155606,0.0001443188,0.00002392199,0.00001226544,0.00003626838,0.001403219,0.000008684023,0.0001609528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003417415,"threshold_uncertainty_score":0.006795049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020174283903825,"score_gpt":0.331057886604955,"score_spread":0.31088360270113,"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."}}