{"id":"W4416535768","doi":"10.64799/jaoam.v4.i2.5","title":"Radiation-Induced Cellular Damage Signatures and Repair Kinetics in Extended Extra-Atmospheric Exposure","year":2025,"lang":"","type":"article","venue":"Journal of Airline Operations and Aviation Management","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Linear energy transfer; Population; DNA repair; DNA damage; Chromatin; Radiobiology; Radiation; Monte Carlo method; Bioenergetics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009784871,0.0002982591,0.0005283992,0.0004560873,0.0002433578,0.0001995275,0.000115841,0.0002073847,0.0001910209],"category_scores_gemma":[0.0001426122,0.0002762435,0.000143572,0.0009553331,0.0000587978,0.0004837168,0.00005406141,0.0004564591,0.000002239789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750066,"about_ca_system_score_gemma":0.000133206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000156124,"about_ca_topic_score_gemma":0.0000221205,"domain_scores_codex":[0.9972921,0.0002430165,0.001480762,0.0003377515,0.0004068671,0.000239505],"domain_scores_gemma":[0.9987054,0.0001153197,0.0004039216,0.0002889189,0.0003247806,0.0001616247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002390413,0.008062071,0.08707858,0.003300691,0.005163219,0.0008554164,0.007443602,0.1205046,0.0779581,0.1071393,0.01038442,0.5697196],"study_design_scores_gemma":[0.01465954,0.002493902,0.8002053,0.001173067,0.001487114,0.00002136339,0.004210932,0.1603247,0.002866798,0.001062098,0.01090275,0.0005924646],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268496,0.03481313,0.02719064,0.007653433,0.001098386,0.001274995,0.00001010204,0.00002829652,0.001081402],"genre_scores_gemma":[0.973927,0.0127042,0.008885757,0.00118351,0.0003256749,0.00001408246,0.00002438107,0.00002068857,0.00291467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7131267,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006354280689138569,"score_gpt":0.2609585040725543,"score_spread":0.2546042233834158,"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."}}