{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007685829,0.0006805478,0.00160021,0.001649958,0.0001990846,0.0008325719,0.0007355893,0.001050177,0.002482401],"category_scores_gemma":[0.001389292,0.000217064,0.0008992656,0.001390285,0.0002869093,0.0007026501,0.0005172628,0.00163595,0.0008066757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006306331,"about_ca_system_score_gemma":0.0007878431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001258388,"about_ca_topic_score_gemma":0.00212193,"domain_scores_codex":[0.9997486,0.00007402935,0.00004351185,0.00003746984,0.00007722635,0.00001909601],"domain_scores_gemma":[0.9996254,0.0002395686,0.00005705674,0.000006941335,0.00005647899,0.00001443705],"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":[0.0001282917,0.00006840385,0.0001829746,0.02711024,0.0002528761,0.00008403184,0.00004681101,0.0003724146,0.0003508399,0.002537509,0.01825505,0.9506106],"study_design_scores_gemma":[0.0001108256,0.0002641362,0.002435027,0.03647013,0.001002122,0.001522853,0.00009536457,0.0003079416,0.0004352994,0.004870168,0.9524499,0.00003629545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004568923,0.9995467,0.00003559244,0.0001214417,0.00004816975,0.000002571241,0.000007000391,0.000002045067,0.0001907953],"genre_scores_gemma":[0.0005180205,0.9990677,0.00008669998,0.0001124797,0.00006997627,0.000005930362,0.00001806484,6.365102e-7,0.0001203888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002482401,"threshold_uncertainty_score":0.008304477,"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."}}