{"id":"W4407798676","doi":"10.1177/08465371251322076","title":"Supplemental Screening for Breast Cancer and Implementation","year":2025,"lang":"en","type":"letter","venue":"Canadian Association of Radiologists Journal","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Dalhousie University","funders":"","keywords":"Medicine; Breast cancer; Breast cancer screening; Cancer; Medical physics; Mammography; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004835563,0.0001968375,0.000459276,0.0007184827,0.0001806926,0.00009988418,0.0001003656,0.000338519,0.0002083621],"category_scores_gemma":[0.00008622945,0.000191431,0.0002561022,0.0001730857,0.00005730004,0.0001495056,0.00001056411,0.0007161971,2.830418e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00131896,"about_ca_system_score_gemma":0.001202718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006349018,"about_ca_topic_score_gemma":0.008127195,"domain_scores_codex":[0.998547,0.00004998985,0.0004525655,0.0002081063,0.0002487742,0.0004936263],"domain_scores_gemma":[0.9985573,0.0001543853,0.0006123944,0.00008531931,0.0003750448,0.0002155114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002173212,0.000003768923,0.1081667,0.0001206104,0.000538746,0.00004432174,0.00002958266,7.859356e-7,0.000006829019,0.00002451008,0.8268908,0.06415153],"study_design_scores_gemma":[0.002534705,0.0001317997,0.1990242,0.0003771654,0.0005877205,0.001258921,0.0001653294,0.00002545398,0.00001398655,0.0001890585,0.7954571,0.0002345009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002089754,0.0004422884,0.000421498,0.981753,0.0006196239,0.0006012996,0.0134048,0.00001493189,0.00065278],"genre_scores_gemma":[0.1334273,0.001555505,0.005198612,0.8329921,0.01055104,0.0001457333,0.007161114,0.0001037531,0.00886486],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1487609,"threshold_uncertainty_score":0.9597858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394712439243163,"score_gpt":0.3017083476900663,"score_spread":0.2877612232976347,"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."}}