{"id":"W2095137807","doi":"10.1007/s10549-006-9302-0","title":"The management of ductal carcinoma in situ of the breast: a screened population-based analysis","year":2006,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Newborn Screening Ontario; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Mastectomy; Ductal carcinoma; Breast cancer; Logistic regression; Population; Gynecology; Radiation therapy; Radiology; Obstetrics; Surgery; Cancer; 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":[0.0001452394,0.0001428876,0.0001960435,0.00009859687,0.0001854322,0.00001437897,0.0001489973,0.00003396979,0.00000772237],"category_scores_gemma":[0.000001544588,0.00008014219,0.0001137231,0.0005670032,0.0002324054,0.000003287395,0.0001105228,0.00004100915,2.678131e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612657,"about_ca_system_score_gemma":0.00009302283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03529161,"about_ca_topic_score_gemma":0.03219559,"domain_scores_codex":[0.9987879,0.0001012144,0.0002192054,0.0002916223,0.0003104947,0.0002895491],"domain_scores_gemma":[0.999316,0.00003373896,0.00008238604,0.0003976176,0.0001315313,0.00003875335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009334082,0.0004370136,0.9885629,0.00002556669,0.001038082,0.000007298382,0.0000171842,0.0004240914,0.00149784,0.0003000671,0.00002931451,0.00672722],"study_design_scores_gemma":[0.001415495,0.0001460454,0.9911492,0.00003009591,0.0001944913,0.00001053094,0.0001134054,0.00003001499,0.006721954,0.00008824137,0.00003471817,0.00006575036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953299,0.00248104,0.000005338861,0.001166902,0.00001841712,0.0003681827,0.000319298,0.000002363711,0.0003086161],"genre_scores_gemma":[0.9991109,0.0003372901,0.00004102805,0.000005317062,0.00004530924,0.0002395676,0.00007214933,0.000009868469,0.0001385572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00666147,"threshold_uncertainty_score":0.9854643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560984706566333,"score_gpt":0.302609252514653,"score_spread":0.2869994054489897,"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."}}