{"id":"W2045667534","doi":"10.3109/10428194.2014.1003057","title":"Absolute lymphocyte count as predictor of overall survival for patients with multiple myeloma treated with single autologous stem cell transplant","year":2015,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Multiple myeloma; Internal medicine; Autologous stem-cell transplantation; Multivariate analysis; Oncology; Lymphocyte; Surrogate endpoint; Overall survival; Gastroenterology; Stem cell; Surgery; Urology","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":[0.0004028271,0.0001240011,0.0002589533,0.0004065442,0.0001757792,0.0003941215,0.0001605994,0.0002441173,0.001321812],"category_scores_gemma":[0.001485877,0.00007743148,0.0002828681,0.0004139482,0.0001694691,0.0002856786,0.0002469648,0.0004882237,0.000175819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727393,"about_ca_system_score_gemma":0.0002350027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005995219,"about_ca_topic_score_gemma":0.000837269,"domain_scores_codex":[0.9998817,0.00002926335,0.00001679181,0.00001910693,0.000026896,0.00002610086],"domain_scores_gemma":[0.9990757,0.0002799252,0.0003478729,0.00003226438,0.00006935847,0.0001949708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003858901,0.00002350966,0.9963815,0.000006117106,0.00002340309,0.00006180162,0.00001583792,0.000108993,0.0003260652,0.00000756283,0.00007105099,0.002588337],"study_design_scores_gemma":[0.00001238694,0.000431271,0.9979506,0.000006112312,0.00005457423,0.0005230798,0.00006362182,0.0005214972,0.0001844348,0.00003290286,0.0002161098,0.000003385569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991575,0.0004478295,0.00005307588,0.00004110859,0.000006457781,0.000002388158,0.00006868247,0.000004114528,0.0002187661],"genre_scores_gemma":[0.9997131,0.00006036453,0.00002531289,0.00001185086,0.000008497632,0.00000187821,0.0001069094,7.265481e-7,0.00007134222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001321812,"threshold_uncertainty_score":0.004421949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165229988009052,"score_gpt":0.2301193305084677,"score_spread":0.2135963317075625,"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."}}