{"id":"W4212911998","doi":"10.1177/10935266211018931","title":"Medulloblastoma: WHO 2021 and Beyond","year":2022,"lang":"en","type":"review","venue":"Pediatric and Developmental Pathology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medulloblastoma; Wnt signaling pathway; Immunohistochemistry; Biology; Genomics; Computational biology; Mutant; Cancer research; Pathology; Bioinformatics; Medicine; Genetics; Gene; Genome","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001711215,0.0004186317,0.001500475,0.0003751074,0.0001840693,0.00001930929,0.00006418076,0.0002476184,0.0009285894],"category_scores_gemma":[0.00006341705,0.0003271245,0.0001506007,0.0003271879,0.00008525376,0.00003193502,0.0003698603,0.0003283343,0.0000827538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001432369,"about_ca_system_score_gemma":0.0003416018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004807605,"about_ca_topic_score_gemma":0.000002391587,"domain_scores_codex":[0.9982787,0.00009641879,0.0004654404,0.0006368188,0.0001966012,0.0003259557],"domain_scores_gemma":[0.9991792,0.0002631041,0.0001673583,0.0001444704,0.00001467917,0.0002311452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001008445,0.0001825544,0.004447292,0.002745536,0.0001473219,0.00288902,0.0001532473,3.46188e-9,1.346979e-7,0.00007416344,0.003458994,0.9858916],"study_design_scores_gemma":[0.0009014795,0.0002352191,0.001714179,0.0001351868,0.001917401,0.009398085,0.0001201522,1.960257e-7,3.272476e-7,0.00003253775,0.9852308,0.0003144517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003824452,0.9915472,0.000001098463,0.00006018242,0.0002354118,0.000625469,0.00006434428,0.00002381089,0.00361803],"genre_scores_gemma":[0.00008190096,0.9974396,0.0009749443,0.0001715115,0.0002224677,0.0003691637,0.0002896282,0.00004431793,0.0004065173],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9855772,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246275132971605,"score_gpt":0.2863901897184022,"score_spread":0.2617626764212417,"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."}}