{"id":"W3212668607","doi":"10.1182/blood-2021-151249","title":"Prognostic Factors for Early (&amp;lt;2 years) and Late (&amp;gt;5 years) Relapse in Multiple Myeloma- Pivotal Role of Cytogenetic Changes","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Internal medicine; Cohort; Multivariate analysis; Odds ratio; Multiple myeloma; Oncology","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":[0.000734082,0.0002648783,0.0002595861,0.0008198719,0.0002864775,0.0004293366,0.0003370885,0.0003780167,0.001461145],"category_scores_gemma":[0.001845465,0.0001455357,0.0004249474,0.0007787361,0.0001913926,0.0003830169,0.0003529823,0.0005375824,0.0001948297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000224873,"about_ca_system_score_gemma":0.0002641107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001890454,"about_ca_topic_score_gemma":0.002413915,"domain_scores_codex":[0.9997191,0.00007834246,0.00004342181,0.00005419746,0.00004891245,0.00005615557],"domain_scores_gemma":[0.9981402,0.0003357633,0.000982736,0.00006843328,0.0001341101,0.0003387101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009553741,0.000007375812,0.9989269,0.000002727659,0.000009632845,0.00006528002,0.000008599973,0.00003130743,0.0001029304,0.00000400701,0.00003233476,0.000713204],"study_design_scores_gemma":[0.000004180865,0.0000556509,0.9990184,0.000004572685,0.00001682717,0.0004636364,0.00004571929,0.000234173,0.00007115035,0.00001460632,0.0000687608,0.000002277597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992434,0.0003728972,0.0000598273,0.0000352904,0.00000402602,0.000002772506,0.0001270168,0.000003412248,0.0001513018],"genre_scores_gemma":[0.9997336,0.00004349489,0.00003775674,0.000006296596,0.000008976491,0.000001738265,0.0001225037,7.939139e-7,0.00004486889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001890454,"threshold_uncertainty_score":0.004887998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03942956746861179,"score_gpt":0.285232250251891,"score_spread":0.2458026827832792,"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."}}