{"id":"W4409625031","doi":"10.1158/1538-7445.am2025-3594","title":"Abstract 3594: Performance of common general-population breast cancer risk prediction models in 14 cohorts","year":2025,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Internal medicine; Population; Oncology; Cancer; Gynecology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02929355,0.00132051,0.001340792,0.001560908,0.0005842405,0.001721498,0.001748162,0.000991974,0.002285091],"category_scores_gemma":[0.02961284,0.0005611211,0.002969245,0.001139619,0.0005402201,0.0007939337,0.00191686,0.001420519,0.0007697571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208695,"about_ca_system_score_gemma":0.001978714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01775636,"about_ca_topic_score_gemma":0.007184259,"domain_scores_codex":[0.9947141,0.003025514,0.000253034,0.001309646,0.0004630104,0.0002346104],"domain_scores_gemma":[0.9828809,0.01020875,0.001622495,0.002589741,0.001778146,0.0009198449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003986444,0.0005310496,0.8843095,0.0001675594,0.003523581,0.0001439994,0.0002690811,0.06847077,0.0003860019,0.0005213831,0.004221231,0.03346938],"study_design_scores_gemma":[0.000782416,0.002582357,0.4671885,0.0001483923,0.001923239,0.0003580501,0.0004199039,0.5202215,0.001095788,0.002904779,0.002243407,0.000131579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853244,0.0005156569,0.007807659,0.000255737,0.00006387301,0.0001766315,0.004286863,0.0004896214,0.001079624],"genre_scores_gemma":[0.9874774,0.00017057,0.005153925,0.00008279988,0.00002577728,0.0001350432,0.006383225,0.00006835203,0.000502887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02929355,"threshold_uncertainty_score":0.1549209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05605219845152724,"score_gpt":0.4069407453513058,"score_spread":0.3508885468997786,"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."}}