{"id":"W3151360728","doi":"10.1177/10732748211004889","title":"Metaplastic Breast Carcinoma: Experience of a Tertiary Cancer Center in the Middle East","year":2021,"lang":"en","type":"article","venue":"Cancer Control","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Internal medicine; Mastectomy; Oncology; Proportional hazards model; Cohort; Multivariate analysis; Stage (stratigraphy); Cancer; Adjuvant therapy; Survival analysis","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":[0.00004894257,0.0001641928,0.000228028,0.00002248994,0.00004921664,0.00001193773,0.0001906718,0.00005473007,0.00008175326],"category_scores_gemma":[0.00002022354,0.0001186671,0.0001045003,0.000125187,0.0001218383,0.000005556451,0.00005967682,0.00006839298,0.000001654613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000042653,"about_ca_system_score_gemma":0.0001756052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007566427,"about_ca_topic_score_gemma":0.002494365,"domain_scores_codex":[0.9989854,0.00008830625,0.0001999816,0.0003271684,0.000141805,0.0002573032],"domain_scores_gemma":[0.9994224,0.00002384386,0.00007674436,0.0003185663,0.0001203653,0.00003804385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002974783,0.0002424692,0.9343198,0.00005246001,0.000273822,0.00003937226,0.002608388,0.0001110888,0.05832812,0.00003188801,0.0005925598,0.003102549],"study_design_scores_gemma":[0.005517388,0.00004982813,0.9648173,0.0001233375,0.0001756305,0.0001163101,0.002150837,0.00008487045,0.02246688,0.00001232516,0.004198832,0.0002864298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793655,0.01785683,0.0001318294,0.00148943,0.0002835391,0.000192274,0.000456766,0.00000453685,0.0002192711],"genre_scores_gemma":[0.9976308,0.0002551027,0.00001487756,0.001123426,0.0002287423,0.0006219015,0.00002306029,0.00001432431,0.00008772795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03586124,"threshold_uncertainty_score":0.4839104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878947645373552,"score_gpt":0.2504174433337594,"score_spread":0.2316279668800239,"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."}}