{"id":"W4361947481","doi":"10.1158/1078-0432.c.6531056","title":"Data from Clinically Tractable Outcome Prediction of Non-WNT/Non-SHH Medulloblastoma Based on TPD52 IHC in a Multicohort Study","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Canada's Michael Smith Genome Sciences Centre; Children's & Women's Health Centre of British Columbia; University of British Columbia","funders":"Canadian Institutes of Health Research; Killam Trusts; Stand Up To Cancer; Russian Science Foundation; Hannah's Heroes Foundation; American Association for Cancer Research","keywords":"Medulloblastoma; Immunohistochemistry; Oncology; Internal medicine; Biomarker; Confidence interval; Medicine; Wnt signaling pathway; Biology; Bioinformatics; Cancer research; Gene; Genetics","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":[0.002611552,0.0003659802,0.0004245494,0.0008248024,0.0005005009,0.0007797008,0.0004486285,0.0004155518,0.001620757],"category_scores_gemma":[0.004515478,0.0002421848,0.0007142578,0.0008085481,0.0004736558,0.000411438,0.0008154576,0.0003948928,0.0004236513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003880654,"about_ca_system_score_gemma":0.0003957172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001810604,"about_ca_topic_score_gemma":0.002783326,"domain_scores_codex":[0.9984142,0.0005015988,0.0001512094,0.0005902179,0.0002327129,0.0001101595],"domain_scores_gemma":[0.9963579,0.0007937473,0.0008707297,0.001246453,0.0003868205,0.0003442974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002538978,0.0001261205,0.9825035,0.00007584626,0.0007054909,0.0003346311,0.0003104606,0.0002676276,0.00518973,0.0001472717,0.001128456,0.006671863],"study_design_scores_gemma":[0.0001282708,0.0006966612,0.9918509,0.00002601416,0.0005579541,0.0009547604,0.0003579305,0.0008218302,0.001414442,0.0002853278,0.002887397,0.00001859731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955135,0.0004335015,0.0009361199,0.00005727355,0.00001708111,0.00005323692,0.002470267,0.00001293906,0.0005060704],"genre_scores_gemma":[0.9954355,0.0001109053,0.0004829868,0.0000602976,0.00001686885,0.00007765711,0.003617936,0.00001574938,0.0001819773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002611552,"threshold_uncertainty_score":0.01381135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1631981448343876,"score_gpt":0.4093514500234957,"score_spread":0.2461533051891081,"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."}}