{"id":"W4410893866","doi":"10.1148/rycan.240046","title":"Impact of Method of Detection of Breast Cancer on Clinical Outcomes in Individuals Aged 40 Years or Older","year":2025,"lang":"en","type":"article","venue":"Radiology Imaging Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Breast cancer; Medicine; Odds; Mastectomy; Cancer; Oncology; Internal medicine; Odds ratio; Logistic regression","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":[0.0007756718,0.0001392225,0.0008913401,0.0003179882,0.00001430746,0.000002063929,0.0001258445,0.0001244626,0.0001924071],"category_scores_gemma":[0.0002724148,0.0001027105,0.0002485019,0.0004328349,0.0002022953,0.00005629655,0.00003539864,0.000307552,5.075323e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002757095,"about_ca_system_score_gemma":0.0005442487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008190824,"about_ca_topic_score_gemma":0.0006261113,"domain_scores_codex":[0.9984142,0.0002290987,0.0006884857,0.0002674416,0.0001665622,0.0002342761],"domain_scores_gemma":[0.9988223,0.0004245979,0.0003249012,0.0002510355,0.0001261386,0.0000509746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009864885,0.0000794431,0.9179789,0.00006103879,0.0003963497,0.000007916647,0.0001975918,0.0003771406,0.005350609,0.000008456747,0.0003572045,0.07419885],"study_design_scores_gemma":[0.002415891,0.0002381821,0.9945747,0.0005492161,0.0001880052,0.00003287318,0.00009643097,0.0002261454,0.00153684,0.00003985486,0.0000260645,0.00007574211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967361,0.001041243,0.0009038548,0.0004808164,0.0003470293,0.0002549579,0.00008925363,0.00001273199,0.0001340214],"genre_scores_gemma":[0.9981363,0.0003564225,0.0008007129,0.0005171837,0.00006137325,0.00003159161,0.000002773362,0.00001061769,0.00008295624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07659584,"threshold_uncertainty_score":0.9984137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06861332755333432,"score_gpt":0.4882762081578622,"score_spread":0.4196628806045278,"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."}}