{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002165354,0.0001034799,0.0001531832,0.0006856276,0.0009327106,0.0007828507,0.0006492615,0.0007611996,0.005390915],"category_scores_gemma":[0.009702977,0.0001608969,0.0002118454,0.0008942424,0.0003192307,0.0008296118,0.0008702057,0.0007056126,0.0005752112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034068,"about_ca_system_score_gemma":0.003696565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0326188,"about_ca_topic_score_gemma":0.03349152,"domain_scores_codex":[0.9988067,0.0004733963,0.0001454511,0.0001176606,0.0002256194,0.0002311358],"domain_scores_gemma":[0.9940485,0.002034498,0.001740684,0.0001597094,0.0008390415,0.001177639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006853395,0.0003923981,0.8714849,0.0003780095,0.00001717223,0.0003914647,0.003256431,0.00008792258,0.0003451812,0.000333012,0.02419285,0.09905203],"study_design_scores_gemma":[0.00001950887,0.0002822427,0.9737521,0.001102345,0.00002527454,0.0004108596,0.01154336,0.0006050123,0.0002158876,0.0003645031,0.01165955,0.00001928026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931842,0.003417063,0.0006962131,0.04467071,0.0002944894,0.0002563603,0.004129812,0.00009629136,0.01459715],"genre_scores_gemma":[0.9887887,0.002148421,0.00125895,0.005287208,0.0001664763,0.000235916,0.0007631037,0.000009253737,0.001341984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0326188,"threshold_uncertainty_score":0.06485784,"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."}}