{"id":"W3181730936","doi":"10.3390/cancers13133345","title":"Blood Arsenic Levels as a Marker of Breast Cancer Risk among BRCA1 Carriers","year":2021,"lang":"en","type":"article","venue":"Cancers","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Public Health Ontario; University of Toronto","funders":"Narodowe Centrum Badań i Rozwoju","keywords":"Breast cancer; Medicine; Internal medicine; Oncology; Cancer; Incidence (geometry); Prospective cohort study; Germline; Ovarian cancer; Germline mutation; Gynecology; Gene; Mutation; Genetics; Biology","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":[0.000108823,0.00009288399,0.0001179476,0.00001810694,0.00007510737,0.000009467231,0.00009383102,0.00005303467,0.0167066],"category_scores_gemma":[0.00003993214,0.0000966611,0.00007000176,0.0002353614,0.0002089549,0.0001407756,0.00006123154,0.00009435897,0.00004380286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006881548,"about_ca_system_score_gemma":0.0002732048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006727534,"about_ca_topic_score_gemma":0.005487395,"domain_scores_codex":[0.9991305,0.00005512586,0.0001646958,0.0002482164,0.0002291158,0.0001722801],"domain_scores_gemma":[0.9995204,0.00002427205,0.0001299182,0.0001922842,0.00002655787,0.0001065227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000362165,0.00003258079,0.8486089,0.00002629552,0.0001873247,0.00004141087,0.003346771,0.004184559,0.04251165,0.0001934679,0.004490709,0.09634016],"study_design_scores_gemma":[0.0006298518,0.00001362287,0.9755925,0.0000370634,0.00009469015,0.00001558192,0.0009581757,0.0008569698,0.01767407,0.0001400575,0.003821911,0.0001655441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825613,0.0001406279,0.00007337692,0.0001648592,0.0002085816,0.00009910038,0.0001245904,0.00001819831,0.01660936],"genre_scores_gemma":[0.9941906,0.0001623751,0.0000941401,0.0002110547,0.00002943438,0.00002426896,0.000005644318,0.00001099264,0.005271482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1269836,"threshold_uncertainty_score":0.9998868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006696404949676467,"score_gpt":0.2262161138318093,"score_spread":0.2195197088821328,"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."}}