{"id":"W2340939949","doi":"10.1093/neuonc/nov222.25","title":"MPTH-25AN 18-GENE EXPRESSION SIGNATURE PREDICTS RECURRENCE-FREE SURVIVAL IN MENINGIOMA","year":2015,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Internal medicine; Radiosurgery; Meningioma; Oncology; Artificial intelligence; Radiation therapy; Pathology; Computer science","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":[0.0005706953,0.0002649323,0.0003427963,0.0005496494,0.0001465388,0.0004847294,0.0002526565,0.0002298174,0.0004968243],"category_scores_gemma":[0.001177958,0.0001174287,0.0005674495,0.0003348182,0.0001500383,0.000123653,0.0002954911,0.0003378009,0.0002308987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003863268,"about_ca_system_score_gemma":0.0003159742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0040587,"about_ca_topic_score_gemma":0.004284347,"domain_scores_codex":[0.9998518,0.00003100138,0.0000103422,0.00004996463,0.00002726366,0.00002953285],"domain_scores_gemma":[0.9997607,0.00009145647,0.00005298241,0.00003386527,0.00003146495,0.0000294799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001191763,0.0001437764,0.8921086,0.00006249518,0.0002838171,0.0005627066,0.0001330446,0.03091454,0.03480072,0.0001285744,0.001114258,0.03855556],"study_design_scores_gemma":[0.00004934444,0.0003686964,0.8126506,0.00002491673,0.0002429748,0.0007978985,0.0001840219,0.1686519,0.01462778,0.0006064503,0.001764321,0.00003111501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978004,0.0001641972,0.00123913,0.00003898672,0.000002908238,0.000006192939,0.0005688991,0.00002961643,0.0001497177],"genre_scores_gemma":[0.9966903,0.00007985011,0.001197305,0.00001491009,0.000003801023,0.00001117027,0.001782945,0.000008550859,0.0002111229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0040587,"threshold_uncertainty_score":0.008070111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231734107739578,"score_gpt":0.316631163624073,"score_spread":0.2543138225466772,"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."}}