{"id":"W4366368043","doi":"10.25250/thescbr.brk699","title":"UV light is not all bad for DNA","year":2023,"lang":"en","type":"article","venue":"TheScienceBreaker","topic":"Light effects on plants","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Ultraviolet light; DNA; Computational biology; Translation (biology); Chemistry; Computer science; Biology; Genetics; Photochemistry; 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":[0.0006233053,0.0001413958,0.0001553949,0.00002162669,0.0002411142,0.00009976589,0.0005203983,0.00007800565,0.0004127377],"category_scores_gemma":[0.00007888766,0.00004613871,0.0001321157,0.0006534965,0.00007186431,0.0001873839,0.0001002157,0.00005681349,0.001691888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001585792,"about_ca_system_score_gemma":0.000009058929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003804332,"about_ca_topic_score_gemma":0.00005825614,"domain_scores_codex":[0.9985428,0.00003405562,0.0001510082,0.0004093619,0.000326863,0.0005359516],"domain_scores_gemma":[0.9992867,0.000392873,0.00005329506,0.00009438682,0.00004516366,0.000127564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002871242,0.00004210187,0.001678519,0.00000661402,0.00001289178,0.000007360134,0.0003580461,6.688151e-7,0.8881736,0.0007778691,0.08416359,0.02475002],"study_design_scores_gemma":[0.0002648349,0.0004450209,0.1989479,0.00002886311,0.00002210184,0.0000195907,0.0001479419,0.0004947799,0.333489,0.002782627,0.4629045,0.0004528595],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798997,0.00001865214,0.00000223197,0.01506029,0.0003508361,0.0003820454,0.0001295852,0.0002680001,0.003888628],"genre_scores_gemma":[0.9899904,0.00001251124,0.00004923924,0.003725836,0.0002522606,0.00005892356,0.00003291773,0.00000140004,0.005876586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5546846,"threshold_uncertainty_score":0.9990854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04030452242260898,"score_gpt":0.2510843165661232,"score_spread":0.2107797941435142,"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."}}