{"id":"W4231677235","doi":"10.1007/978-3-642-05058-9_10","title":"Meningioma","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Meningioma; Medicine; Vestibular Schwannomas; Vestibular system; Differential diagnosis; Pathology; Radiology","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":[0.00009916927,0.0007040986,0.0002844439,0.00083809,0.0005781761,0.0008877199,0.0003648874,0.0006526622,0.04231454],"category_scores_gemma":[0.000359637,0.0001709861,0.0002944432,0.000472984,0.0003433909,0.0009477604,0.0007740481,0.001263076,0.02481738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005456296,"about_ca_system_score_gemma":0.0008029271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001738655,"about_ca_topic_score_gemma":0.004872295,"domain_scores_codex":[0.9999207,0.000006433523,0.000003939715,0.00001309809,0.00004225548,0.0000135521],"domain_scores_gemma":[0.9999465,0.000012112,0.000005319177,0.00000723426,0.00001568759,0.00001305853],"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":[0.00003341767,0.00006296189,0.0003297836,0.0003202421,0.00001119842,0.004796704,0.0002249571,0.0004878269,0.003668408,0.03807596,0.4039113,0.5480773],"study_design_scores_gemma":[0.000002322373,0.00000871817,0.0001789665,0.00009938831,0.000004114886,0.007045452,0.00003043677,0.00005254691,0.0005211806,0.003602084,0.988451,0.000003729908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002540643,0.03700219,0.004361995,0.002604516,0.003996192,0.00004218872,0.000246371,0.0003874487,0.9488184],"genre_scores_gemma":[0.0107732,0.02412139,0.002927748,0.001590478,0.00131112,0.00002345229,0.0002412937,0.00009273418,0.9589185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04231454,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285601995538912,"score_gpt":0.246445658706881,"score_spread":0.2235896387514919,"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."}}