{"id":"W3112835023","doi":"10.1093/neuonc/noaa222.655","title":"PATH-20. METHYLATION ARRAY PROFILING OF PEDIATRIC BRAIN TUMORS; SINGLE CENTRE EXPERIENCE","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Methylation; DNA methylation; Medulloblastoma; Glioma; Medicine; Histopathology; Ependymoma; Oncology; Pathology; Internal medicine; Bioinformatics; Biology; Cancer research; Gene; Genetics; Gene expression","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":[0.0008139097,0.0004326187,0.0002972806,0.0005284658,0.0002859434,0.0004582825,0.0003850033,0.0003254852,0.001625619],"category_scores_gemma":[0.001438264,0.0002359328,0.000242593,0.0006196559,0.0003740434,0.0003995619,0.0006326577,0.0004258475,0.0008962777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004828467,"about_ca_system_score_gemma":0.0008344607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001954807,"about_ca_topic_score_gemma":0.001956955,"domain_scores_codex":[0.9993346,0.0001779825,0.00004182621,0.000246908,0.0001166799,0.00008204229],"domain_scores_gemma":[0.9992692,0.0001167587,0.0001363323,0.00008605993,0.0001065417,0.0002852438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007750959,0.0003563279,0.7898172,0.0001790637,0.0001012981,0.013174,0.001340344,0.001262292,0.02444466,0.0002228025,0.001864815,0.1664621],"study_design_scores_gemma":[0.0002277337,0.005743572,0.8015244,0.0001071051,0.0001641349,0.141818,0.001334823,0.00417624,0.0289654,0.0005538635,0.01529597,0.00008869069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927945,0.0009992921,0.003405924,0.0001833301,0.0000156759,0.0001137262,0.0004951404,0.0001682039,0.001824307],"genre_scores_gemma":[0.9921567,0.001039858,0.005292897,0.0001213977,0.00003638194,0.00007101492,0.0006625726,0.00007914553,0.0005399375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001954807,"threshold_uncertainty_score":0.005438268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1507867397177991,"score_gpt":0.4039198196266042,"score_spread":0.2531330799088051,"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."}}