{"id":"W4383561158","doi":"10.14740/jh1137","title":"Amplification of Chromosome 1q Predicts Poor Overall Survival in Newly Diagnosed Multiple Myeloma Patients","year":2023,"lang":"en","type":"article","venue":"Journal of Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Multiple myeloma; Internal medicine; Oncology; Autologous stem-cell transplantation; Chromosome; Clinical endpoint; Population; Multivariate analysis; Transplantation; Overall survival; Clinical trial; Biology; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003265371,0.000131262,0.0006422755,0.0005433985,0.00002772474,0.000006011328,0.0001375116,0.0001225384,0.00006689641],"category_scores_gemma":[0.00153462,0.0001026619,0.0001338651,0.0003523136,0.00007201474,0.0001157729,0.00004925126,0.000238095,0.00005242307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001018548,"about_ca_system_score_gemma":0.0001785525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007432923,"about_ca_topic_score_gemma":0.00005938585,"domain_scores_codex":[0.9980875,0.0001355584,0.0007632009,0.0001574326,0.0005131029,0.0003432627],"domain_scores_gemma":[0.9983211,0.0005359353,0.0004132266,0.0001934981,0.0003294543,0.0002068513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001324618,0.000915072,0.9884784,0.0001673606,0.0001586509,0.001058354,0.0002378534,0.00001776824,0.003627346,0.0001210038,0.00134526,0.00254832],"study_design_scores_gemma":[0.01450062,0.000962704,0.9773185,0.0002044586,0.00003375343,0.0001897997,0.00008713111,0.0006207884,0.005583556,0.0001737843,0.000258422,0.00006648695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982592,0.0001580523,0.00003948209,0.0007381144,0.0002593138,0.000362443,0.00002413636,0.00001656914,0.0001427219],"genre_scores_gemma":[0.9990642,0.0001837569,0.0004749996,0.00004240402,0.00006769956,0.00001344125,0.00006458851,0.00001908557,0.00006980435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01317601,"threshold_uncertainty_score":0.4186432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03166147673557437,"score_gpt":0.3100659951409624,"score_spread":0.2784045184053881,"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."}}