{"id":"W3209155643","doi":"10.1158/1078-0432.ccr-21-2057","title":"Clinically Tractable Outcome Prediction of Non-WNT/Non-SHH Medulloblastoma Based on TPD52 IHC in a Multicohort Study","year":2021,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Canada's Michael Smith Genome Sciences Centre; Children's & Women's Health Centre of British Columbia; University of British Columbia; BC Cancer Agency","funders":"Canadian Institutes of Health Research; University of British Columbia; Russian Science Foundation; Hannah's Heroes Foundation; Stand Up To Cancer; Killam Trusts; Entertainment Industry Foundation; St. Baldrick's Foundation; American Association for Cancer Research","keywords":"Medulloblastoma; Risk stratification; Immunohistochemistry; Outcome (game theory); Profiling (computer programming)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001775718,0.0003583659,0.0003634336,0.0005884327,0.0004043119,0.0006663476,0.0003359415,0.0002821005,0.0009647057],"category_scores_gemma":[0.00200804,0.0002204999,0.0005660429,0.0003230953,0.0003813539,0.0003324046,0.0006604396,0.0003714057,0.0002152817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003718454,"about_ca_system_score_gemma":0.0003171542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220614,"about_ca_topic_score_gemma":0.001943246,"domain_scores_codex":[0.9994224,0.0001851063,0.00004032382,0.0002225198,0.00007550095,0.00005410934],"domain_scores_gemma":[0.9990696,0.0001718582,0.0002597134,0.0002668447,0.000112406,0.0001194534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001391061,0.0001408428,0.9833767,0.00002668124,0.0003923916,0.0002078303,0.0001426075,0.0003173485,0.008788721,0.00006395622,0.0002909137,0.004860828],"study_design_scores_gemma":[0.00007322042,0.0008302399,0.9893469,0.00001560684,0.0004265095,0.0009729115,0.0003447329,0.00355468,0.00305726,0.0003096904,0.001052436,0.00001586604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989939,0.000139754,0.0004877711,0.00001835969,0.000006251146,0.0000160772,0.0002258559,0.00000524266,0.0001068257],"genre_scores_gemma":[0.9990898,0.00003623611,0.0002895793,0.00001691649,0.000006178405,0.00001521379,0.000468454,0.000004624129,0.00007284568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001775718,"threshold_uncertainty_score":0.00939095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2677815828248901,"score_gpt":0.5644021618732276,"score_spread":0.2966205790483375,"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."}}