{"id":"W4396592399","doi":"10.1093/neuonc/noae082","title":"Meningioma: International Consortium on Meningiomas consensus review on scientific advances and treatment paradigms for clinicians, researchers, and patients","year":2024,"lang":"en","type":"review","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University of British Columbia; University Health Network","funders":"National Cancer Institute","keywords":"Meningioma; Consensus conference; Medicine; Medical physics; Library science; Computer science; Pathology; 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":[0.01669451,0.001129592,0.001690969,0.006417084,0.001422796,0.003647194,0.003157123,0.004587549,0.004897587],"category_scores_gemma":[0.03666002,0.0004339452,0.002436844,0.004843324,0.001251583,0.003122514,0.003628584,0.004191371,0.003587678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00486268,"about_ca_system_score_gemma":0.03000374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007072587,"about_ca_topic_score_gemma":0.01123113,"domain_scores_codex":[0.9921434,0.002270694,0.002165647,0.0004460021,0.00241055,0.0005637226],"domain_scores_gemma":[0.9751517,0.006865041,0.003290121,0.0006441231,0.01229663,0.001752351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001009479,0.00003117374,0.0006967813,0.01696728,0.000156978,0.0003001334,0.0003679444,0.0003328332,0.0004701251,0.008988753,0.6674398,0.3041474],"study_design_scores_gemma":[0.000024546,0.00003296488,0.0006559062,0.02514526,0.0002033721,0.000679234,0.0002611202,0.00006059742,0.0001726406,0.003167056,0.9695724,0.00002487456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006452904,0.8214643,0.002988986,0.1283447,0.02835799,0.0005005325,0.001278273,0.0001553313,0.0162646],"genre_scores_gemma":[0.006456182,0.9160286,0.008307153,0.04707354,0.01054916,0.0008756252,0.003801226,0.00011954,0.006788895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01669451,"threshold_uncertainty_score":0.08829004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1883482153606337,"score_gpt":0.4648894672680111,"score_spread":0.2765412519073774,"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."}}