{"id":"W4414060651","doi":"10.1007/s13193-025-02403-8","title":"Residual Cancer Burden Index as a Predictor of Recurrence Following Neoadjuvant Chemotherapy in Breast Cancer Subtypes—Time for Standardizing Pathology Reporting in India","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"Breast cancer; Surgical oncology; Nottingham Prognostic Index; Chemotherapy; Cancer; Neoadjuvant therapy; Adjuvant; Disease","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":[0.001204694,0.0002036979,0.0008782318,0.0003164916,0.0000470809,0.000008595884,0.0002220995,0.0003356936,0.00004212136],"category_scores_gemma":[0.0002211336,0.0001794044,0.0002265008,0.0003162533,0.0001527391,0.00001453613,0.00008206486,0.0003120365,2.821228e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003994624,"about_ca_system_score_gemma":0.001824656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002911701,"about_ca_topic_score_gemma":0.0002676001,"domain_scores_codex":[0.9974716,0.000186176,0.001430114,0.0003283178,0.0001809614,0.0004028301],"domain_scores_gemma":[0.9979692,0.0001829427,0.00138277,0.0001487146,0.000233949,0.00008243777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006876058,0.0002895845,0.8803737,0.00008883655,0.0006283876,0.003054671,0.001637773,0.0003691918,0.01026173,0.00003011487,0.0004738935,0.09591606],"study_design_scores_gemma":[0.0232695,0.001566484,0.9287997,0.001981427,0.0001881141,0.001956099,0.001180239,0.00002550222,0.01074114,0.0007628726,0.02903127,0.0004975885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899301,0.004537274,0.00002443724,0.004240134,0.0005058635,0.0002795046,0.0001144195,0.000003342204,0.0003649333],"genre_scores_gemma":[0.9965898,0.002486252,0.0002338981,0.0001746816,0.0003651687,0.00007679679,0.000009744091,0.00001831468,0.00004535319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09541847,"threshold_uncertainty_score":0.73159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009529515787620608,"score_gpt":0.3297316305557016,"score_spread":0.320202114768081,"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."}}