{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005544785,0.0002357811,0.0003403473,0.0001226795,0.0001471384,0.00004954201,0.00007740945,0.0001011615,0.003973498],"category_scores_gemma":[0.00003299777,0.0001868889,0.0001907275,0.00008722847,0.00009286281,0.00005801525,0.00004183727,0.00008504237,0.0002559989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000212263,"about_ca_system_score_gemma":0.0000230795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004669226,"about_ca_topic_score_gemma":0.00004208081,"domain_scores_codex":[0.9988676,0.00003995779,0.000216329,0.0004327354,0.0001186385,0.0003247279],"domain_scores_gemma":[0.9994124,0.0001659757,0.00006571967,0.0001954341,0.00001915724,0.0001413779],"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":[0.0002644225,0.002105691,0.01650209,0.00006993359,0.0005266822,0.0002589691,0.00165335,0.000001396487,0.7981527,0.001816997,0.1781288,0.0005189947],"study_design_scores_gemma":[0.002348782,0.003835605,0.004703144,0.00008577265,0.0001292492,0.00005144349,0.001133707,0.00008246417,0.873603,0.0001086903,0.1136852,0.0002329151],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941667,0.003037781,0.000007138478,0.0005575142,0.0003295239,0.0007747947,0.0001788176,0.000181638,0.0007660325],"genre_scores_gemma":[0.9969026,0.000003949669,0.00009113356,0.0008366132,0.0001757575,0.0004918394,0.00009528051,0.00006649745,0.001336307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07545032,"threshold_uncertainty_score":0.996937,"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."}}