{"id":"W4388588466","doi":"10.1093/neuonc/noad179.0227","title":"RADT-38. DOSE ESCALATED RADIOTHERAPY IS ASSOCIATED WITH IMPROVED OUTCOMES FOR HIGH GRADE MENINGIOMA","year":2023,"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":"St. Michael's Hospital; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cohort; Radiation therapy; Nuclear medicine; Cumulative dose; Internal medicine; Concomitant; Gastroenterology; Surgery; Urology","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":[0.0006479992,0.0001420853,0.0003751486,0.0002346185,0.0001304778,0.0003606266,0.0002327822,0.0001834339,0.001040183],"category_scores_gemma":[0.00108396,0.00006684943,0.0004684897,0.0002355123,0.0001855779,0.0001947063,0.0002724488,0.0003353843,0.0001591882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004963931,"about_ca_system_score_gemma":0.0002846718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005796114,"about_ca_topic_score_gemma":0.0008334809,"domain_scores_codex":[0.999665,0.0001075385,0.00003351879,0.00005833652,0.00009290633,0.00004268887],"domain_scores_gemma":[0.9993504,0.0001282204,0.0002885206,0.00008766489,0.00004085487,0.0001043362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01833765,0.001268203,0.6926392,0.0003614245,0.0009262845,0.0009420385,0.0002467198,0.004116777,0.07028797,0.0002036632,0.001396054,0.2092739],"study_design_scores_gemma":[0.0005530443,0.01233599,0.9713451,0.00004116708,0.0003191302,0.001845177,0.00008083302,0.00151657,0.008283474,0.0004572097,0.003208269,0.00001399067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983412,0.0007591582,0.0002235725,0.00007002361,0.000006911346,0.00001384769,0.0001202948,0.00001658265,0.0004484004],"genre_scores_gemma":[0.9992798,0.0001319969,0.0002201859,0.00004451292,0.000007418877,0.000006819901,0.0001851964,0.000004508978,0.000119563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001040183,"threshold_uncertainty_score":0.003601551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03261581152657773,"score_gpt":0.3141820023148467,"score_spread":0.2815661907882689,"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."}}