{"id":"W4400404977","doi":"10.1016/j.ccell.2024.06.011","title":"Medulloblastoma subgrouping at first sight","year":2024,"lang":"en","type":"article","venue":"Cancer Cell","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto","funders":"Canada Research Chairs","keywords":"Medulloblastoma; Sight; Computer science; Neuroscience; Biology; Cancer research; Physics; Astronomy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002698796,0.0001121383,0.0001434091,0.00003630319,0.00006106501,0.00002334396,0.00003583862,0.00004551368,0.003059634],"category_scores_gemma":[0.000003041069,0.00008406066,0.00009660535,0.0001177484,0.00002222942,0.00004245031,0.00003181368,0.00005638353,0.0005737664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005243821,"about_ca_system_score_gemma":0.00005127614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002465607,"about_ca_topic_score_gemma":0.000625831,"domain_scores_codex":[0.9993293,0.000005038985,0.0001043618,0.0002403858,0.0001329881,0.0001879369],"domain_scores_gemma":[0.999635,0.00004754553,0.00001456769,0.0001632975,0.00002019404,0.0001193939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003843373,0.001417271,0.1811954,0.004718985,0.001185817,0.009115356,0.00519581,0.0002723264,0.1261713,0.001496624,0.6209438,0.04790295],"study_design_scores_gemma":[0.001009138,0.0001606834,0.01097466,0.0005733302,0.0002673968,0.00005235311,0.00004977695,0.0007689874,0.1695929,0.0000232139,0.8163693,0.0001582692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8995576,0.06728267,0.00001264321,0.00329967,0.000896352,0.0002430626,0.00001821469,0.0001505063,0.02853931],"genre_scores_gemma":[0.9929855,0.00181686,0.00006776892,0.0003150022,0.0003005336,0.0001232134,0.00001405753,0.00002743306,0.004349582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1954255,"threshold_uncertainty_score":0.9978517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264930020294608,"score_gpt":0.2642990571250908,"score_spread":0.2516497569221447,"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."}}