{"id":"W4397026212","doi":"10.1177/09603271241256598","title":"Alkylating agents are possible inducers of glioblastoma and other brain tumors","year":2024,"lang":"en","type":"article","venue":"Human & Experimental Toxicology","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Carcinogen; Ionizing radiation; Chemical agents; Medicine; Epidemiology; Toxicology; Cancer research; Brain tumor; Radiation therapy; Brain cancer; Biology; Pharmacology; Cancer; Pathology; Bioinformatics; Oncology; Genetics; Internal medicine; Irradiation","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":[0.0001057011,0.0001605798,0.0001833769,0.00008249404,0.00009205451,0.00003096174,0.0001019785,0.0001333102,0.0003348342],"category_scores_gemma":[0.000008340799,0.0001620921,0.00008137458,0.00007093477,0.0001633659,0.000004691045,0.0001838404,0.00006797485,0.00000931866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003668489,"about_ca_system_score_gemma":0.00003571885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002795953,"about_ca_topic_score_gemma":0.00006086762,"domain_scores_codex":[0.9990186,0.00005662096,0.0002235078,0.0003743233,0.00009791028,0.0002290119],"domain_scores_gemma":[0.9996521,0.00001192055,0.00007068372,0.0001755268,0.00001482206,0.00007493091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000362928,0.0001062268,0.002324453,0.00003215782,0.00006453234,0.00002144561,0.0004655068,0.000008205204,0.9946732,0.0006495479,0.001103242,0.0005151965],"study_design_scores_gemma":[0.0003916861,0.001178191,0.003709347,0.00004029161,0.000009416714,0.00005508029,0.001340086,0.00006077074,0.9868089,0.00004285391,0.006188818,0.0001745881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961038,0.001401451,0.00002007718,0.00008091669,0.0001317285,0.0001890479,0.00001532407,0.00001881811,0.002038786],"genre_scores_gemma":[0.9984593,0.00000485623,0.0001225878,0.0005522423,0.0001383876,0.00003062566,0.00001376845,0.00003095378,0.0006472599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007864323,"threshold_uncertainty_score":0.6609925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02542938898147591,"score_gpt":0.3320142715243199,"score_spread":0.306584882542844,"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."}}