{"id":"W4393121533","doi":"10.1177/09603271241241796","title":"Risk factors for glioblastoma are shared by other brain tumor types","year":2024,"lang":"en","type":"article","venue":"Human & Experimental Toxicology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Carcinogen; Neurofibromatosis; Ionizing radiation; Glioma; Biology; Cancer research; Germline mutation; Glioblastoma; Genetics; Mutation; Point mutation; Carcinogenesis; Medicine; Cancer; Oncology; Pathology; Gene","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":[0.0002916063,0.0002519217,0.0005444171,0.001060034,0.0003862539,0.0004642628,0.0001991307,0.0003541192,0.003307268],"category_scores_gemma":[0.00145234,0.0001054475,0.000515702,0.001344821,0.0002488488,0.0002550285,0.0003960083,0.0003307185,0.0005111741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493176,"about_ca_system_score_gemma":0.0004314974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004341232,"about_ca_topic_score_gemma":0.006112787,"domain_scores_codex":[0.9995729,0.00007431211,0.00004752203,0.00008977818,0.0001269479,0.00008852279],"domain_scores_gemma":[0.9990871,0.0001128042,0.0004873567,0.00008788067,0.0001088387,0.000115991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001994345,0.00004272739,0.9686885,0.0000927674,0.0002184816,0.001020337,0.00007757566,0.0000964909,0.003120022,0.0003242319,0.0008152647,0.02530412],"study_design_scores_gemma":[0.000003501704,0.00007013353,0.9931825,0.00002664554,0.0001021034,0.003377978,0.00008689192,0.00009784513,0.0004176607,0.0004495244,0.002178683,0.000006483326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760909,0.007861209,0.001896075,0.0008316924,0.00004474075,0.00004269527,0.001436664,0.00009510367,0.01170083],"genre_scores_gemma":[0.9945872,0.002320962,0.0007856419,0.0001022292,0.00004410911,0.00001813436,0.001118127,0.00001487435,0.001008777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004341232,"threshold_uncertainty_score":0.01106387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02608907907664689,"score_gpt":0.330796753951867,"score_spread":0.3047076748752202,"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."}}