{"id":"W2017587209","doi":"10.3747/co.20.1294","title":"Axillary Lymph Node Status, Adjusted for Pathologic Complete Response in Breast and Axilla after Neoadjuvant Chemotherapy, Predicts Differential Disease-Free Survival in Breast Cancer","year":2013,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China; Breast Cancer Research Foundation; Conquer Cancer Foundation","keywords":"Medicine; Axilla; Breast cancer; Oncology; Sentinel lymph node; Internal medicine; Lymph node; Grading (engineering); Axillary Lymph Node Dissection; Axillary lymph nodes; Univariate analysis; Neoadjuvant therapy; Biopsy; Pathology; Cancer; Multivariate analysis; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001904993,0.000388075,0.0005199072,0.0001296264,0.00006626434,0.00002518407,0.0002194049,0.0002089291,0.00008974262],"category_scores_gemma":[0.0000560195,0.0003361931,0.0001032845,0.0001213541,0.0002933806,0.00001416983,0.0003503315,0.0001356855,0.000003920507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000288402,"about_ca_system_score_gemma":0.0002625479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003693273,"about_ca_topic_score_gemma":0.0004442857,"domain_scores_codex":[0.9976171,0.0003882149,0.0003955052,0.0007402309,0.0001507396,0.000708236],"domain_scores_gemma":[0.99898,0.0001028909,0.0001340171,0.0004265059,0.0001354714,0.0002211182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01238085,0.000758172,0.9372269,0.0001127717,0.00008866693,0.0000406548,0.0002353193,0.00001617043,0.005570261,0.000006937412,0.000766288,0.04279703],"study_design_scores_gemma":[0.009951147,0.0001784615,0.9859332,0.0001026349,0.00005375955,0.00007158938,0.0001311705,0.0002559337,0.00003964178,0.00009733484,0.002846033,0.0003390617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839676,0.006695407,0.0001082492,0.004481503,0.0007163742,0.0008668324,0.003127167,0.00002256326,0.00001430537],"genre_scores_gemma":[0.9934737,0.003781602,0.00009228383,0.0003028946,0.0002900997,0.001625102,0.0003694174,0.00004503828,0.00001983947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04870635,"threshold_uncertainty_score":0.999909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03166451973008748,"score_gpt":0.3101306098053481,"score_spread":0.2784660900752606,"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."}}