{"id":"W4206125294","doi":"10.3390/cells11010130","title":"Risk Stratification and Treatment in Smoldering Multiple Myeloma","year":2021,"lang":"en","type":"review","venue":"Cells","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Saint-Boniface; University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Risk stratification; Multiple myeloma; Clinical trial; Asymptomatic; Medicine; Stratification (seeds); Oncology; Internal medicine; Bioinformatics; Computational biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001065299,0.0003157091,0.001171881,0.0001920721,0.00005064442,0.00004139843,0.0000504041,0.0001906026,0.0001023068],"category_scores_gemma":[0.00007975323,0.0002302638,0.0002075451,0.0002078065,0.00003754612,0.00003267424,0.00003699733,0.0002288837,0.0001091426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003641671,"about_ca_system_score_gemma":0.0003097642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003104097,"about_ca_topic_score_gemma":0.0001469657,"domain_scores_codex":[0.9985077,0.0001662288,0.0003763092,0.0004890932,0.0001697648,0.0002908764],"domain_scores_gemma":[0.9989452,0.0002705661,0.0001287761,0.0004202273,0.00003148996,0.0002037926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009730532,0.0002449949,0.001205345,0.002446477,0.0002254824,0.0004267085,0.00006189929,2.888256e-7,0.00001704168,0.000003029112,0.00002736773,0.9953316],"study_design_scores_gemma":[0.002381059,0.0002788403,0.002635631,0.007913872,0.0008370775,0.00008136823,0.00005787699,0.0001129395,0.0003588738,0.000003403007,0.9850631,0.0002759404],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002135537,0.9955853,0.000007565386,0.000009045228,0.00006023491,0.001584827,0.00007470611,0.00002234313,0.0005204398],"genre_scores_gemma":[0.001236087,0.9956315,0.0006567527,0.0000030141,0.00007633219,0.0002997984,0.00054158,0.00004022579,0.001514777],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9950557,"threshold_uncertainty_score":0.9389883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08031506957518032,"score_gpt":0.3633376079332018,"score_spread":0.2830225383580215,"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."}}