{"id":"W2325087226","doi":"10.5114/wo.2010.19160","title":"Will breast surgery be a useful option for treatment of stageIV breast cancer?","year":2010,"lang":"pl","type":"article","venue":"Współczesna Onkologia","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Medicine; Breast-conserving surgery; Oncology; Cancer; General surgery; Internal medicine; Mastectomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002424255,0.0008094994,0.00112935,0.0001586684,0.000276361,0.00004751854,0.0003154295,0.0007322036,0.0002511119],"category_scores_gemma":[0.00006866134,0.0007046238,0.0007330729,0.0002374852,0.0006190661,0.00003329295,0.0001496295,0.0001413244,0.000009977289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002322671,"about_ca_system_score_gemma":0.0006527467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544377,"about_ca_topic_score_gemma":0.001928217,"domain_scores_codex":[0.9967499,0.0001117853,0.0007660147,0.001161931,0.0002796947,0.0009306186],"domain_scores_gemma":[0.9973743,0.0002218853,0.0006273138,0.001002174,0.0005386265,0.0002357136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007162809,0.005547943,0.5713259,0.0007278435,0.005353718,0.00005287071,0.0008704551,0.0000997691,0.2590242,0.001008385,0.009460292,0.1393658],"study_design_scores_gemma":[0.008397753,0.002183122,0.8373146,0.0002559556,0.002007783,0.0007631485,0.0006202502,0.0001206854,0.0856355,0.0002245949,0.06046102,0.002015554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743207,0.003416109,0.0002355199,0.005163138,0.002260731,0.001130929,0.01329639,0.00005418191,0.0001223578],"genre_scores_gemma":[0.9908943,0.004176388,0.0006627659,0.0002021981,0.001480955,0.0006653618,0.00105164,0.0001021811,0.0007642642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2659888,"threshold_uncertainty_score":0.9995405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232879046077298,"score_gpt":0.2845902871810819,"score_spread":0.262261496720309,"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."}}