{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002519262,0.00009160613,0.0004698544,0.0006661136,0.00003327828,0.00001449064,0.0000295709,0.00005093721,0.0002120939],"category_scores_gemma":[0.00000527921,0.00007313952,0.0001489392,0.0007936468,0.00003154877,0.0001548102,0.00002501073,0.00003091426,0.000001203848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001271045,"about_ca_system_score_gemma":0.00006938881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092159,"about_ca_topic_score_gemma":0.0004914164,"domain_scores_codex":[0.9992293,0.00003673314,0.0003077219,0.0001692634,0.0001290106,0.0001279425],"domain_scores_gemma":[0.9994244,0.00008046269,0.0001811194,0.0001297573,0.000116455,0.00006781107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004904761,0.0000396312,0.8221036,0.00004251721,0.0006274373,0.000006457301,0.00004767788,0.0001594409,0.00007990754,0.000001180137,0.00009511964,0.1763065],"study_design_scores_gemma":[0.000216109,0.00002351374,0.9963043,0.0003068382,0.0005249128,0.0003128346,0.0001007434,0.0009015034,0.001224203,0.000005552813,0.00001151234,0.00006798573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998338,0.00006227363,0.00001958381,0.0009412909,0.00009023612,0.0001748241,0.0003449944,0.00001481379,0.0000140121],"genre_scores_gemma":[0.999223,0.0001882209,0.00005186892,0.00002716767,0.00004779743,0.00003937836,0.0002915201,0.0000083999,0.0001226441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1762385,"threshold_uncertainty_score":0.9956648,"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."}}