{"id":"W7113902448","doi":"10.1158/1557-3265.earlyonsetca25-a029","title":"Abstract A029: Breast Cancer Screening During Reproductive Years in Women with Germline Pathogenic Variants: Gaps in Counseling and Practice","year":2025,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Breast cancer screening; Mammography; Breast cancer; Incidence (geometry); Cancer; Family history; Genetic counseling; Logistic regression","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006171874,0.0001721371,0.0005578244,0.0004319617,0.00009489715,0.00005834806,0.0001492506,0.0001763723,0.0003260986],"category_scores_gemma":[0.001349459,0.0001494107,0.00004469277,0.001320998,0.0004419739,0.0002404796,0.0001418245,0.00191524,0.000004376367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008088453,"about_ca_system_score_gemma":0.001292937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338863,"about_ca_topic_score_gemma":0.003292887,"domain_scores_codex":[0.9966266,0.0003551537,0.000714568,0.0009562355,0.0006118926,0.0007355157],"domain_scores_gemma":[0.9976186,0.001109065,0.000127642,0.0004780562,0.0004306851,0.0002359239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0558423,0.000878879,0.7079694,0.0006646907,0.0004062956,0.001383551,0.003461008,0.0004179335,0.004762727,0.00003542343,0.0005324496,0.2236454],"study_design_scores_gemma":[0.00472839,0.0001733406,0.988371,0.001852565,0.00003168192,0.00003856218,0.002228254,0.00006612305,0.00004088813,0.00005630789,0.002257392,0.0001554853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853663,0.00528086,0.000008762459,0.008061886,0.0001393234,0.0006856024,0.00005900407,0.00002363328,0.0003746312],"genre_scores_gemma":[0.9819517,0.01628773,0.0001828484,0.0004596593,0.0004607073,0.0003017785,0.000003203685,0.00003416961,0.0003182605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2804016,"threshold_uncertainty_score":0.9931813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08901040215752168,"score_gpt":0.4935613728343315,"score_spread":0.4045509706768098,"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."}}