{"id":"W2132432813","doi":"10.1200/jco.2005.06.233","title":"Evolving Treatment Strategies for Inflammatory Breast Cancer: A Population-Based Survival Analysis","year":2005,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Internal medicine; Anthracycline; Multivariate analysis; Chemotherapy; Cancer; Radiation therapy; Retrospective cohort study; Oncology; Population; Mastectomy; Gynecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008023351,0.0002105094,0.0002756849,0.0007689573,0.0003089148,0.0004800402,0.0002714327,0.0004715961,0.001079898],"category_scores_gemma":[0.001917351,0.0001627469,0.000499417,0.0008386113,0.0002302528,0.0003358595,0.0003420909,0.000399136,0.0001651317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004445341,"about_ca_system_score_gemma":0.0003699167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01192132,"about_ca_topic_score_gemma":0.01627293,"domain_scores_codex":[0.9995999,0.0001593684,0.00002794738,0.00008791705,0.0000598244,0.00006498536],"domain_scores_gemma":[0.9992715,0.0001470783,0.0003460743,0.00005855128,0.00007662971,0.0001002574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008185665,0.0000132538,0.998195,0.000003387716,0.00008086087,0.00002296783,0.00002546558,0.00008045742,0.00005621479,0.000006779728,0.00005179955,0.001382043],"study_design_scores_gemma":[0.0000107189,0.00009129067,0.9987193,0.000004260618,0.00007578547,0.0001747531,0.0001282813,0.0005800506,0.0000241812,0.0000196744,0.0001688581,0.00000288309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991581,0.0003451302,0.0000965853,0.00005291852,0.000002079725,0.000004463257,0.0002004036,0.00000338271,0.0001369917],"genre_scores_gemma":[0.9995314,0.00009543862,0.00005296061,0.00001622392,0.000004335695,0.000003759832,0.00025174,0.000001019429,0.00004319667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01192132,"threshold_uncertainty_score":0.02370387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05732890414022893,"score_gpt":0.4341003369506959,"score_spread":0.3767714328104669,"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."}}