{"id":"W2598392489","doi":"10.1002/cncr.30658","title":"Are there patients with T1 to T2, lymph node‐negative breast cancer who are “high‐risk” for locoregional disease recurrence?","year":2017,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Breast cancer; Hazard ratio; Internal medicine; Lymphovascular invasion; Mastectomy; Radiation therapy; Cancer; Oncology; Adjuvant therapy; Systemic therapy; Surgery; Confidence interval; Metastasis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002994146,0.0003120151,0.0002841675,0.00002453079,0.0005360338,0.00005748307,0.0003289391,0.00007936645,0.00005819794],"category_scores_gemma":[0.0000664407,0.0002358143,0.00009838582,0.00004700012,0.0002159109,0.000015024,0.0001565168,0.00005986355,0.000006348143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172366,"about_ca_system_score_gemma":0.0002086549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198875,"about_ca_topic_score_gemma":0.002366686,"domain_scores_codex":[0.9986399,0.00002416733,0.0001334682,0.0006417444,0.000196978,0.0003637351],"domain_scores_gemma":[0.9981875,0.00001558196,0.0004583462,0.000607076,0.0005047814,0.0002267161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001991092,0.0001152102,0.9771954,0.00005442135,0.000344978,0.000003325295,0.00007817677,0.0001482421,0.00001313539,0.00001105289,0.01023458,0.009810409],"study_design_scores_gemma":[0.002865249,0.00005023693,0.9918482,0.0004952062,0.0001526748,5.608211e-7,0.00009165786,0.000007477245,0.0004897841,0.0000725909,0.003572321,0.0003540468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810731,0.001423572,0.0001782705,0.003194805,0.0004379886,0.0007464614,0.01285648,0.00001573892,0.00007356396],"genre_scores_gemma":[0.99526,0.0005120381,0.0001241074,0.0008560492,0.0007121254,0.00194818,0.000111591,0.00005045092,0.0004254326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01465282,"threshold_uncertainty_score":0.9616228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303726067843515,"score_gpt":0.2719253518278484,"score_spread":0.2588880911494132,"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."}}