{"id":"W2059591615","doi":"10.1002/jso.1114","title":"Do surgical oncologists achieve lower rates of local‐regional recurrence in node positive breast cancer treated with mastectomy alone?","year":2001,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Radiation therapy; Breast cancer; Mastectomy; Randomized controlled trial; Breast-conserving surgery; Surgery; Adjuvant radiotherapy; Stage (stratigraphy); 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":[0.0002690716,0.000280722,0.0008089215,0.0001320795,0.00004673041,0.000008514423,0.0002248987,0.0003034097,0.0001398411],"category_scores_gemma":[0.00001093449,0.0001883033,0.0001970866,0.0003343001,0.0006618965,0.00001668938,0.00009079563,0.0003398291,0.000002721808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000326986,"about_ca_system_score_gemma":0.0004845701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003358,"about_ca_topic_score_gemma":0.0004761206,"domain_scores_codex":[0.9980493,0.0002944957,0.0006426864,0.0003390874,0.0002849678,0.0003894787],"domain_scores_gemma":[0.9983788,0.000214402,0.0005631988,0.0001556213,0.000522729,0.0001652354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1024939,0.005873624,0.7427823,0.0000444517,0.00171699,0.02190557,0.0003219673,0.002238417,0.002881191,0.0001380303,0.002111409,0.1174921],"study_design_scores_gemma":[0.03786434,0.0135556,0.7053122,0.0008359271,0.0004195813,0.06002563,0.0007959849,0.00004565691,0.006737861,0.0001076616,0.1733385,0.0009610951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881771,0.002905323,0.00008407127,0.006736367,0.0001568909,0.0001560557,0.00007180027,0.000004334787,0.001708037],"genre_scores_gemma":[0.9927108,0.006566575,0.000197434,0.0001163897,0.0002822595,0.00002190261,0.00001948791,0.0000187666,0.00006635016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1712271,"threshold_uncertainty_score":0.7678787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792873801705802,"score_gpt":0.3144954389537937,"score_spread":0.2965667009367357,"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."}}