{"id":"W2094287700","doi":"10.1667/rr13821.1","title":"The Relative Biological Effectiveness of Low-Dose Mammography Quality X Rays in the Human Breast MCF-10A Cell Line","year":2014,"lang":"en","type":"article","venue":"Radiation Research","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; McMaster University; McMaster University Medical Centre","funders":"McMaster University","keywords":"Mammography; Nuclear medicine; Relative biological effectiveness; MCF-7; Irradiation; Breast cancer; Population; Gamma ray; Radiation; Human breast; Medicine; Cancer; Physics; Optics; Internal medicine","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":[0.01393111,0.00008224513,0.0001985188,0.000143116,0.0002727351,0.00002726925,0.0002520975,0.00009910603,0.00002202674],"category_scores_gemma":[0.001162482,0.00004329594,0.00009584821,0.0008607942,0.0003351723,0.00006772559,0.00004833752,0.0005575817,0.00001470286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009007013,"about_ca_system_score_gemma":0.0000707734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007157413,"about_ca_topic_score_gemma":0.00007125186,"domain_scores_codex":[0.9950979,0.003451903,0.0002871704,0.000213377,0.0006475596,0.000302126],"domain_scores_gemma":[0.9950473,0.004160942,0.00008281959,0.000347457,0.0002949168,0.00006652751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001938294,0.0004077257,0.9047583,0.0002774627,0.00004947381,0.0000111031,0.001318655,0.0001047577,0.02860112,0.04427012,0.0005187364,0.01774419],"study_design_scores_gemma":[0.001168224,0.0005032716,0.9905518,0.0001098129,0.000005447489,0.000004471297,0.0004951314,0.0002092701,0.001984593,0.004396705,0.000519225,0.00005207194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927353,0.0003870628,0.0002296368,0.001055406,0.00003150152,0.0006341869,0.000009209122,0.00001072897,0.004906923],"genre_scores_gemma":[0.999552,0.000097623,0.00003174587,0.00007403618,0.0001147129,0.00006229001,0.00002121602,0.000005301347,0.00004103636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08579341,"threshold_uncertainty_score":0.4828272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1809230729759906,"score_gpt":0.476436281152397,"score_spread":0.2955132081764064,"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."}}