{"id":"W2002209374","doi":"10.1016/j.ijrobp.2013.07.028","title":"pN0(i+) Breast Cancer: Treatment Patterns, Locoregional Recurrence, and Survival Outcomes","year":2013,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Proportional hazards model; Internal medicine; Oncology; Cancer; NODAL; Surgery","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":[0.0004317377,0.0001590257,0.0001894432,0.0004635124,0.000239556,0.000403198,0.0003296982,0.0003698422,0.002843576],"category_scores_gemma":[0.001350879,0.0001172299,0.00026128,0.0009605615,0.0002747034,0.0005191913,0.0004218268,0.0003667955,0.0003743951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003860077,"about_ca_system_score_gemma":0.000337853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004930278,"about_ca_topic_score_gemma":0.006492934,"domain_scores_codex":[0.9998357,0.00004716569,0.00001442473,0.00003561007,0.0000303285,0.00003678526],"domain_scores_gemma":[0.999549,0.0001000161,0.0001823967,0.00002418525,0.00004049472,0.0001038579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005071897,0.0000524008,0.9933775,0.00001267518,0.00003076864,0.0000568629,0.00007125238,0.0000919975,0.0005869766,0.00003784604,0.0001288914,0.005045604],"study_design_scores_gemma":[0.000008516143,0.0001241049,0.9986855,0.000005997514,0.00002693452,0.0003040251,0.0002191384,0.0001116054,0.0001296397,0.00009949398,0.0002822613,0.00000265876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978204,0.000481811,0.00009670226,0.00009276815,0.000004174704,0.000005072856,0.0003818551,0.00000293828,0.001114273],"genre_scores_gemma":[0.9989206,0.0001996992,0.00006106708,0.00002607122,0.00000710325,0.000005866631,0.0003982606,0.000002967425,0.0003783898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004930278,"threshold_uncertainty_score":0.009803176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662983283257258,"score_gpt":0.3159886657654493,"score_spread":0.2993588329328767,"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."}}