{"id":"W4200411804","doi":"10.1093/neuonc/noab196.066","title":"BIOM-35. CLINICALLY TRACTABLE OUTCOME PREDICTION OF GROUP 3/4 MEDULLOBLASTOMA BASED ON TPD52 IMMUNOHISTOCHEMISTRY: A MULTICOHORT STUDY","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; BC Children's Hospital","funders":"","keywords":"Medulloblastoma; Oncology; Internal medicine; Immunohistochemistry; Biomarker; Risk stratification; Receiver operating characteristic; Multivariate analysis; Medicine; Bioinformatics; Biology; Pathology; Genetics","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":[0.002783226,0.0004519904,0.0005022158,0.001117122,0.0004512489,0.0006782002,0.0004299034,0.0004204718,0.001372716],"category_scores_gemma":[0.003053022,0.0002154513,0.0009345444,0.000561517,0.0004774769,0.0002918015,0.0007773152,0.0003950853,0.000335331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006368069,"about_ca_system_score_gemma":0.0004914457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002093164,"about_ca_topic_score_gemma":0.001759014,"domain_scores_codex":[0.9991811,0.0002722585,0.00005612011,0.0002962904,0.0001070949,0.00008714495],"domain_scores_gemma":[0.9984843,0.0003622787,0.000438692,0.0003310998,0.0001736848,0.000209914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002928478,0.000295395,0.9670922,0.00009472388,0.0008607933,0.0002847455,0.0002464864,0.0009939506,0.01421896,0.0001353752,0.0004413006,0.01240762],"study_design_scores_gemma":[0.0001348382,0.001483627,0.9802611,0.00002393623,0.0008283981,0.001128967,0.0003445479,0.008494,0.004895881,0.0006322015,0.00174519,0.00002719393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985318,0.0002417095,0.000640527,0.000019451,0.000005315361,0.00002777838,0.0004357276,0.00001340407,0.00008420218],"genre_scores_gemma":[0.9981273,0.00005587197,0.000691189,0.00001652729,0.000005519932,0.00003074892,0.0009645285,0.00000872588,0.00009968885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002783226,"threshold_uncertainty_score":0.01471925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03312051520766966,"score_gpt":0.3497232485328433,"score_spread":0.3166027333251736,"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."}}