{"id":"W2738721959","doi":"10.3171/2017.2.jns162608","title":"Management of multiple meningiomas","year":2017,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Princess Margaret Cancer Centre","funders":"University of Birmingham; University Hospitals Birmingham NHS Foundation Trust","keywords":"Medicine; Asymptomatic; Meningioma; Epidemiology; Neurofibromatosis; Radiation therapy; Surgery; Disease; Radiology; Internal medicine","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":[0.0001731059,0.0004283176,0.000239611,0.0006279282,0.0006798215,0.0004970779,0.00032945,0.0003579324,0.001180294],"category_scores_gemma":[0.0008871246,0.0000830584,0.000349883,0.000399953,0.0002493942,0.0003513733,0.0005248284,0.0004755643,0.0003956555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004726494,"about_ca_system_score_gemma":0.0005389197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008539822,"about_ca_topic_score_gemma":0.001582982,"domain_scores_codex":[0.9998437,0.00001986846,0.00002445707,0.00003161242,0.00004410046,0.00003626913],"domain_scores_gemma":[0.9995844,0.00005250586,0.0002168315,0.00001854997,0.00003155601,0.00009617501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003525985,0.0001732783,0.4044579,0.0007285919,0.0002347581,0.1460281,0.0005200597,0.001587378,0.01584057,0.001166536,0.009363892,0.4195464],"study_design_scores_gemma":[0.00006425112,0.0005617238,0.1513374,0.0005511772,0.0001668904,0.8004577,0.0007836234,0.00200025,0.007232348,0.002201107,0.03460953,0.00003399405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9049619,0.06664924,0.008667652,0.004039872,0.0004047813,0.00006792889,0.0003133625,0.0002534224,0.01464185],"genre_scores_gemma":[0.9884157,0.007792067,0.002007391,0.0002932944,0.000398238,0.00001540627,0.000141546,0.00001333599,0.0009228993],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001180294,"threshold_uncertainty_score":0.00394845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04897920950463621,"score_gpt":0.2998955550806283,"score_spread":0.2509163455759921,"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."}}