{"id":"W4389044694","doi":"10.1016/j.clml.2023.11.008","title":"Predictors and Impact of Timing of Disease Progression Following Primary Therapy in Multiple Myeloma","year":2023,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Multiple myeloma; Medicine; Internal medicine; Progression-free survival; Fluorescence in situ hybridization; Oncology; Autologous stem-cell transplantation; Gastroenterology; Overall survival; Surgery; Biology","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":[0.001056274,0.0002978906,0.0005971722,0.0008478598,0.0004864385,0.001195722,0.0004718232,0.0005948183,0.002681014],"category_scores_gemma":[0.008476214,0.0001960695,0.0005911877,0.0011831,0.000233879,0.0007641499,0.0004624219,0.001340906,0.0003135369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006174431,"about_ca_system_score_gemma":0.0008460041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004001712,"about_ca_topic_score_gemma":0.003373376,"domain_scores_codex":[0.9992684,0.0002298476,0.00007819207,0.0001093659,0.0001430523,0.0001712763],"domain_scores_gemma":[0.9927705,0.002884421,0.002480381,0.0002191981,0.0004608398,0.001184689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001671591,0.0001040604,0.9898414,0.00002069421,0.00007875807,0.0001596928,0.00004043971,0.0004236455,0.0004206398,0.0000538134,0.0002306479,0.006954534],"study_design_scores_gemma":[0.00001801576,0.0005646981,0.9963737,0.0000246993,0.0001081729,0.0006432412,0.0001477558,0.001143118,0.0002917582,0.0001061644,0.0005689401,0.000009633151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924381,0.003831316,0.0002847161,0.0002878929,0.00006625718,0.00001452598,0.0004236708,0.00002737089,0.002626062],"genre_scores_gemma":[0.9990682,0.0003035305,0.00008765075,0.00003158929,0.00004975848,0.000003228961,0.0001996423,0.000004590802,0.0002518392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004001712,"threshold_uncertainty_score":0.00896889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304123243416956,"score_gpt":0.3938438826242407,"score_spread":0.3308026501900712,"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."}}