{"id":"W3099354757","doi":"10.1002/mds3.10146","title":"UV‐induced DNA damage response in blood cells for cancer detection","year":2020,"lang":"en","type":"article","venue":"Medical Devices & Sensors","topic":"DNA Repair Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Peripheral blood mononuclear cell; Prostate cancer; Cancer; Cancer cell; Cancer detection; Medicine; DNA damage; Peripheral blood; Gold standard (test); Cancer research; DNA; Immunology; Internal medicine; Biology; In vitro","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":[],"consensus_categories":[],"category_scores_codex":[0.0004174741,0.0001471835,0.0001732446,0.00003528429,0.000040155,0.00001345216,0.0002000125,0.0002740435,0.00009155119],"category_scores_gemma":[0.0006406925,0.0001385962,0.00008580864,0.0001381182,0.00003467967,0.000003687713,0.00007751594,0.0001449289,0.00001702962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001470846,"about_ca_system_score_gemma":0.0001135485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006065477,"about_ca_topic_score_gemma":0.000448439,"domain_scores_codex":[0.998632,0.0001776867,0.0002379132,0.0004170474,0.000256811,0.0002785031],"domain_scores_gemma":[0.9993862,0.00006417414,0.00006520782,0.0001856716,0.00004441878,0.0002543494],"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":[0.0007654369,0.0000424006,0.0001873283,0.00004537715,0.00003031449,0.00003199319,0.0001337307,0.00002604706,0.996687,0.000003026241,0.0001664328,0.00188094],"study_design_scores_gemma":[0.001018698,0.0005937262,0.001252664,0.00002665472,0.00002959053,0.000004653037,0.000135253,0.002059912,0.9796584,0.00000718895,0.01504349,0.000169787],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969922,0.000127334,0.0003077982,0.0019219,0.0002427482,0.0002975282,0.00001750132,0.00003250535,0.00006049589],"genre_scores_gemma":[0.9966822,0.00005354018,0.000266527,0.002424964,0.0003369277,0.00006529482,0.00001562515,0.00002931112,0.000125634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01702859,"threshold_uncertainty_score":0.5651787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426192214004766,"score_gpt":0.2688669585835627,"score_spread":0.2546050364435151,"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."}}