{"id":"W4281609890","doi":"10.1093/neuonc/noac137","title":"Low-risk meningioma: Initial outcomes from NRG Oncology/RTOG 0539","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre","funders":"National Cancer Institute","keywords":"Meningioma; Oncology; Internal medicine; Medicine; Surgery","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":[0.002144046,0.0004498795,0.0007758123,0.000207852,0.0002974569,0.0004076306,0.0002767291,0.000407504,0.001476423],"category_scores_gemma":[0.001361113,0.00009753192,0.0006412624,0.000383023,0.0002332199,0.0002658797,0.0003688413,0.0008036462,0.0003849073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007380311,"about_ca_system_score_gemma":0.0009071896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020612,"about_ca_topic_score_gemma":0.00261067,"domain_scores_codex":[0.9994078,0.000250473,0.0000632313,0.00007719163,0.0001266366,0.00007468702],"domain_scores_gemma":[0.9989862,0.0001594152,0.0003984281,0.00007465225,0.00008531288,0.0002960352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4200087,0.01166714,0.2532669,0.002078969,0.003633982,0.0005472293,0.0004205832,0.003550128,0.01936791,0.0003392777,0.02063276,0.2644864],"study_design_scores_gemma":[0.1062281,0.2897592,0.559664,0.0005890243,0.004464427,0.001893137,0.0002090425,0.001969745,0.00817294,0.0008187825,0.02616523,0.00006640585],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856021,0.005356387,0.0003073318,0.0005127849,0.0000454686,0.000695387,0.003549016,0.00003278399,0.003898722],"genre_scores_gemma":[0.9881853,0.001914851,0.0006476209,0.0006654057,0.0001026271,0.0005642356,0.007109463,0.00001644784,0.0007940612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002144046,"threshold_uncertainty_score":0.01133889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03686795975668634,"score_gpt":0.32402441550873,"score_spread":0.2871564557520436,"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."}}