{"id":"W2921234713","doi":"10.1016/j.clbc.2019.03.002","title":"Isolated Tumor Cells in Sentinel Lymph Nodes of Primary Invasive Breast Carcinoma: A Cohort Analysis","year":2019,"lang":"en","type":"article","venue":"Clinical Breast Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Immunohistochemistry; Breast cancer; Sentinel node; Sentinel lymph node; Cohort; Pathology; Oncology; Lymph node; Internal medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002859022,0.0003040269,0.0009169683,0.0001304999,0.00003301187,0.00001215005,0.000274757,0.0001954683,0.0002238666],"category_scores_gemma":[0.00002721722,0.000271486,0.0004873248,0.000583101,0.0002392535,0.000009416835,0.0002711359,0.0001457885,0.00003351438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122612,"about_ca_system_score_gemma":0.0004226654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571283,"about_ca_topic_score_gemma":0.0002244846,"domain_scores_codex":[0.9976337,0.0001490189,0.0007972408,0.0008127423,0.0002183391,0.0003889466],"domain_scores_gemma":[0.9985206,0.0001166401,0.0003531411,0.0006239736,0.0002566626,0.000129028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008822024,0.0004194017,0.9797121,0.00007361841,0.001607943,0.00001293682,0.00002452662,0.0001346353,0.01561346,0.000002677116,0.000200145,0.001316349],"study_design_scores_gemma":[0.002647433,0.00003172223,0.9942154,0.00006036628,0.0007065879,0.00003584264,0.00005242378,0.0001193549,0.001788866,0.00000565438,0.00005764087,0.0002786733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969243,0.0007239465,0.00002130968,0.0003111388,0.0002563441,0.0002738213,0.0009179746,0.00001335951,0.0005578156],"genre_scores_gemma":[0.9980929,0.0003968497,0.00006189808,0.0006596965,0.0002242011,0.00007528716,0.0002321232,0.00003384913,0.0002232266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01450333,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094837282336081,"score_gpt":0.2779729871229463,"score_spread":0.2670246142995855,"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."}}