{"id":"W4389398815","doi":"10.3390/curroncol30120754","title":"Factors Predictive of Positive Lymph Nodes for Breast Cancer","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Moffitt Cancer Center","keywords":"Medicine; Lymphovascular invasion; Breast cancer; Univariate analysis; Exact test; Mastectomy; Lymph node; Stage (stratigraphy); Internal medicine; Cancer; Oncology; Pathology; Metastasis; Multivariate analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004403147,0.0002446313,0.0001458549,0.0005433355,0.0002393911,0.0003726039,0.0003517884,0.0003328266,0.00330292],"category_scores_gemma":[0.003087073,0.0001489245,0.000203971,0.0005448719,0.0003407802,0.0003005115,0.0002323297,0.0004566897,0.0003237301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000226062,"about_ca_system_score_gemma":0.0004060289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001996704,"about_ca_topic_score_gemma":0.003495002,"domain_scores_codex":[0.9997748,0.00005186159,0.00002448651,0.00003827543,0.00006767542,0.00004296828],"domain_scores_gemma":[0.9974439,0.0008336001,0.001077626,0.00005808718,0.0001679416,0.0004188873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004391223,0.000009533554,0.9989066,0.000006223868,0.000006621332,0.0001133779,0.000006713196,0.00003217553,0.00009190902,0.00000494006,0.00009488053,0.0006831679],"study_design_scores_gemma":[0.000005125934,0.00005172466,0.9977581,0.00001131841,0.00002507176,0.001533711,0.00006768251,0.0001858647,0.00009883857,0.00003306951,0.0002265227,0.000003070764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982596,0.0005656854,0.00008330141,0.000101328,0.00001512898,0.000005765227,0.000231109,0.000005048664,0.0007330776],"genre_scores_gemma":[0.9994463,0.0001380503,0.00008317098,0.00001826515,0.00001569595,0.000003802994,0.0001793054,0.000001929097,0.000113466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00330292,"threshold_uncertainty_score":0.01104939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0779684076345521,"score_gpt":0.3992776934756238,"score_spread":0.3213092858410717,"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."}}