{"id":"W2998443374","doi":"10.1093/neuonc/noz237","title":"How should we manage incidental meningiomas?","year":2019,"lang":"en","type":"letter","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"Brain Tumour Charity","keywords":"Meningioma; Computer science; Business; Medicine; 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":[0.001457732,0.0007144313,0.001080287,0.001615342,0.005831128,0.004446511,0.001285135,0.03748003,0.007296866],"category_scores_gemma":[0.02692527,0.000705332,0.001253401,0.0009020143,0.003354423,0.005611644,0.002555266,0.02997566,0.004875631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003936753,"about_ca_system_score_gemma":0.004987064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004370614,"about_ca_topic_score_gemma":0.008608635,"domain_scores_codex":[0.9980994,0.0004370479,0.0003715238,0.000225723,0.0004223945,0.000443833],"domain_scores_gemma":[0.9923922,0.002463805,0.00107965,0.0001911367,0.001064822,0.002808371],"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":[0.0001114561,0.0002096053,0.01440486,0.0003733348,0.00008791561,0.1966828,0.0009314177,0.0006988849,0.0008799685,0.007462784,0.7289587,0.04919819],"study_design_scores_gemma":[0.000230028,0.0002349919,0.007456766,0.002808822,0.0001396322,0.3571282,0.003954292,0.001612222,0.0005909302,0.05712771,0.568481,0.000235404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002194028,0.003858957,0.000241029,0.9750713,0.01156651,0.00001583719,0.00002369995,0.00002118079,0.007007525],"genre_scores_gemma":[0.0446662,0.01025225,0.001693605,0.7624719,0.1719641,0.00006365601,0.00006614798,0.00005496373,0.008767105],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03748003,"threshold_uncertainty_score":0.02856326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05522732888922711,"score_gpt":0.3044691719134474,"score_spread":0.2492418430242203,"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."}}