{"id":"W2150250432","doi":"10.1002/jso.20242","title":"Ductal carcinoma in situ in core biopsies containing invasive breast cancer: correlation with extensive intraductal component and lumpectomy margins","year":2005,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Dalhousie University","funders":"","keywords":"Lumpectomy; Medicine; Ductal carcinoma; Breast cancer; Biopsy; Cancer; Oncology; Carcinoma in situ; Mastectomy; Radiology; Carcinoma; 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":[0.0001381287,0.0001634666,0.0004382488,0.0001292806,0.00003772672,0.000007766856,0.0000695221,0.0001300554,0.00001322409],"category_scores_gemma":[0.00001566412,0.0001258457,0.0000500032,0.0001094385,0.0002229488,0.00001756448,0.00006372379,0.0002354363,6.619806e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003046237,"about_ca_system_score_gemma":0.0002799109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001908903,"about_ca_topic_score_gemma":0.003596866,"domain_scores_codex":[0.9989845,0.00008325055,0.0003793905,0.0002055458,0.000120014,0.0002272858],"domain_scores_gemma":[0.9992944,0.000104291,0.0002799511,0.00006554878,0.0001684509,0.00008736645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006811361,0.0004134328,0.9525275,0.00001628806,0.0001908459,0.002719155,0.001150521,0.0009927715,0.023899,0.0000810991,0.0001460565,0.01105198],"study_design_scores_gemma":[0.007565106,0.001114984,0.9743484,0.0000895286,0.00004791762,0.01059876,0.001334491,0.00005364675,0.001464156,0.00001469222,0.003203608,0.0001647257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929147,0.002380871,0.00000523593,0.00406204,0.000119335,0.0001216236,0.00001563128,0.000002061928,0.000378459],"genre_scores_gemma":[0.9964175,0.002796615,0.0002402818,0.0001268334,0.0003749331,0.00001127879,0.0000124145,0.00001142042,0.000008700209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02243484,"threshold_uncertainty_score":0.5131841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262899555506418,"score_gpt":0.266536268504351,"score_spread":0.2539072729492868,"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."}}