{"id":"W2340401950","doi":"10.1093/neuonc/now029","title":"PIK3CA mutations in meningioma","year":2016,"lang":"en","type":"letter","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Toronto Western Hospital; University Health Network","funders":"","keywords":"Meningioma; Medicine; Genetics; Biology; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002777567,0.0003714194,0.0008670195,0.0008276052,0.00006601634,0.00002022768,0.0002646211,0.000955162,0.0009327114],"category_scores_gemma":[0.0002349383,0.0003022476,0.0002014253,0.0003024294,0.000143866,0.0000626894,0.0001550142,0.001558766,0.0008536541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004844835,"about_ca_system_score_gemma":0.0003854406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002254176,"about_ca_topic_score_gemma":0.000007282381,"domain_scores_codex":[0.9971911,0.0003198216,0.0006445416,0.0007242663,0.0004025237,0.0007177211],"domain_scores_gemma":[0.9982362,0.000671086,0.0002634769,0.000625609,0.0000837687,0.0001198995],"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":[0.00007666582,0.00005473354,0.0002810346,0.0001116757,0.00007213502,0.08471754,0.0001793838,6.379051e-7,0.009511643,0.0001378351,0.8965703,0.008286372],"study_design_scores_gemma":[0.002051652,0.001012693,0.0003407379,0.0001099837,0.0001967911,0.002287077,0.00002295375,0.00002237486,0.0003093774,0.0003383032,0.9930517,0.0002563397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01214125,0.0001074279,0.00008363179,0.8584713,0.001570972,0.0009020005,0.00001992794,0.0001356026,0.1265679],"genre_scores_gemma":[0.02742545,0.00003049819,0.001447775,0.9483249,0.008097551,0.0005437928,0.000480105,0.00016943,0.01348047],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1130875,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03513426135567041,"score_gpt":0.3114820821103039,"score_spread":0.2763478207546335,"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."}}