{"id":"W4387736519","doi":"10.3389/fonc.2023.1278611","title":"Prognostic significance of molecular subgroups in survival outcome for children with medulloblastoma in Malaysia","year":2023,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Stan Perron Charitable Foundation; Children's Hospital Foundation","keywords":"Medulloblastoma; Medicine; Internal medicine; Oncology; DNA methylation; Cohort; Pathology; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003318063,0.0001481566,0.0006786828,0.0005600063,0.000009169971,0.000002590507,0.00009829439,0.0001357152,0.000006112711],"category_scores_gemma":[0.000175421,0.0001250336,0.00006004965,0.0007750139,0.00009734747,0.00002615271,0.00002772588,0.0001388796,0.000003281799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000312115,"about_ca_system_score_gemma":0.0001379765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001470397,"about_ca_topic_score_gemma":0.0006649973,"domain_scores_codex":[0.9986793,0.00008862901,0.0004008047,0.0003118678,0.0001479575,0.0003714521],"domain_scores_gemma":[0.9994479,0.0001751718,0.00009922337,0.0001819529,0.0000340659,0.00006172281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005053152,0.0007592553,0.9927126,0.00005999831,0.0000858292,0.0005432131,0.0002029314,0.0007515097,0.0006022882,0.0001281911,0.0005037038,0.003145183],"study_design_scores_gemma":[0.007721867,0.001498629,0.9876099,0.00008886899,0.00006368032,0.00001140256,0.0003150001,0.0007243293,0.001483161,0.0002540401,0.0001199398,0.0001091502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961839,0.000223838,0.0003311127,0.001093459,0.0002500699,0.001755779,0.00001845894,0.00002264203,0.0001207454],"genre_scores_gemma":[0.9941801,0.00002770521,0.004788805,0.00007231669,0.00001894047,0.0008032398,0.00006372967,0.00002558177,0.00001952525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007216552,"threshold_uncertainty_score":0.5098723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153317438093528,"score_gpt":0.2919293342482751,"score_spread":0.2765975904389222,"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."}}