{"id":"W2033088452","doi":"10.1016/j.amjsurg.2012.03.007","title":"A prospective study of tumor and technical factors associated with positive margins in breast-conservation therapy for nonpalpable malignancy","year":2012,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Juravinski Cancer Centre; McMaster University; University Health Network; Hamilton Health Sciences; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Lumpectomy; Breast cancer; Univariate analysis; Radiology; Malignancy; Ductal carcinoma; Prospective cohort study; Surgical margin; Oncology; Breast carcinoma; Breast tumor; Mammography; Cancer; Mastectomy; Internal medicine; Multivariate analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009616457,0.0004561054,0.0003480753,0.0005281632,0.0007631439,0.0007260636,0.0004023588,0.0007325665,0.001424799],"category_scores_gemma":[0.002570249,0.0006218398,0.000617461,0.001054198,0.0004846938,0.0005429894,0.0003414355,0.0009701151,0.0003098536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003017391,"about_ca_system_score_gemma":0.0005366433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002053013,"about_ca_topic_score_gemma":0.002571098,"domain_scores_codex":[0.9993967,0.0002870788,0.00005902533,0.00009196394,0.00007473151,0.00009064115],"domain_scores_gemma":[0.9976715,0.000853785,0.000654536,0.0002207339,0.0001469262,0.000452538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00192817,0.0004261189,0.995932,0.000009953587,0.00007562356,0.0001072575,0.00008691395,0.00003877384,0.0006115382,0.00001883799,0.00003134663,0.0007334268],"study_design_scores_gemma":[0.00006469578,0.001454625,0.9973936,0.000003871713,0.00008215108,0.0002842743,0.0002478799,0.0001051418,0.0001860638,0.00001888248,0.0001535569,0.000005240176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996276,0.0001246534,0.00004707176,0.00001177289,0.000003791356,0.00000760756,0.00004928442,8.27721e-7,0.0001272969],"genre_scores_gemma":[0.9995863,0.00007268074,0.00005287984,0.00001794026,0.00001106535,0.00001224104,0.00009286428,0.000001743309,0.0001522438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002053013,"threshold_uncertainty_score":0.005085707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874457921097933,"score_gpt":0.2584490707681958,"score_spread":0.2397044915572165,"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."}}