{"id":"W4386033083","doi":"10.1097/as9.0000000000000322","title":"Breast Cancer After Reduction Mammoplasty: A Population-Based Analysis of Incidence, Treatment and Screening Patterns","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Dalhousie University","funders":"","keywords":"Reduction Mammoplasty; Medicine; Breast cancer; Mammography; Mammoplasty; Cancer; Population; Incidence (geometry); Mastectomy; Surgery; Internal medicine","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":[0.000370689,0.0002094211,0.0002667623,0.0009712157,0.0003730248,0.0005000393,0.0003924076,0.000314153,0.0006282233],"category_scores_gemma":[0.0009562894,0.0002409326,0.0003441687,0.001845889,0.0003201557,0.0002067642,0.000285537,0.0003442304,0.0001100941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466658,"about_ca_system_score_gemma":0.00129125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.253942,"about_ca_topic_score_gemma":0.2862121,"domain_scores_codex":[0.9995869,0.00005369345,0.00002619436,0.00006820633,0.0001823862,0.00008253755],"domain_scores_gemma":[0.9994444,0.00005944381,0.0002226197,0.00004043947,0.0001316395,0.0001013978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002274659,0.00001012078,0.9991774,0.00000360749,0.00002411804,0.00003507168,0.00003100938,0.00001792173,0.00006129847,0.000003450922,0.00005759705,0.0005556766],"study_design_scores_gemma":[0.0000022624,0.00001905653,0.9996551,0.000002134363,0.00001135912,0.0001014801,0.00006877023,0.00006479735,0.000010215,0.000002708147,0.00006090509,0.00000124404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989925,0.0002771023,0.00005904598,0.00003492272,0.000002398079,0.000009801535,0.0003965693,0.00000438935,0.0002233161],"genre_scores_gemma":[0.999022,0.0001657755,0.00007324399,0.00001928468,0.000006343696,0.000004811163,0.0006326262,0.00000113599,0.00007484068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.253942,"threshold_uncertainty_score":0.5049279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042372966437578,"score_gpt":0.3604257943785749,"score_spread":0.2561884977348172,"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."}}