{"id":"W248124385","doi":"10.1016/j.ygeno.2015.05.002","title":"Personalized diagnosis of medulloblastoma subtypes across patients and model systems","year":2015,"lang":"en","type":"article","venue":"Genomics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research; University of Toronto; University Health Network","funders":"Fondation Brain Canada; Cancer Research Society","keywords":"Biology; Medulloblastoma; Computational biology; Genetics; Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009754692,0.0001053035,0.0002739523,0.00003342946,0.00002954239,0.00001425183,0.00003799726,0.00005767277,0.000003117954],"category_scores_gemma":[0.00004829667,0.00008511746,0.00004825411,0.00005127349,0.00006363943,0.00003117719,0.00004511193,0.00003482387,0.00001072857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001111,"about_ca_system_score_gemma":0.00005844655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001125152,"about_ca_topic_score_gemma":0.00001104875,"domain_scores_codex":[0.9993203,0.00001382051,0.0001814846,0.0001600293,0.0001637026,0.0001607182],"domain_scores_gemma":[0.9994131,0.00003272243,0.00007964508,0.0001452289,0.0001508331,0.0001785177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002807175,0.0006923735,0.9891021,0.0001163781,0.0001866902,0.0000168233,0.003746912,0.0007184618,0.0003859851,0.000419693,0.002143601,0.002190211],"study_design_scores_gemma":[0.08545517,0.006631387,0.6837131,0.0009175767,0.00228008,0.0002481624,0.01264749,0.1195584,0.05119121,0.001116349,0.03445427,0.001786812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971477,0.001974524,0.00001811593,0.0001291417,0.0001037882,0.0003206482,0.0001051246,0.00001455659,0.0001864099],"genre_scores_gemma":[0.9989725,0.0002450907,0.0005190121,0.00005653788,0.0000285573,0.00006391414,0.000028627,0.00001675179,0.00006905229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3053891,"threshold_uncertainty_score":0.3470989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982181280083109,"score_gpt":0.2741260570302863,"score_spread":0.2443042442294552,"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."}}