{"id":"W3216448276","doi":"10.1038/s41408-021-00569-2","title":"Assessing the prognostic utility of smoldering multiple myeloma risk stratification scores applied serially post diagnosis","year":2021,"lang":"en","type":"article","venue":"Blood Cancer Journal","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Cancer Institute","keywords":"Multiple myeloma; Risk stratification; Medicine; Stratification (seeds); Internal medicine; Oncology; Intensive care medicine; 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":[0.002846399,0.0006133488,0.0006193075,0.0008500966,0.0002784684,0.0008449769,0.0005020287,0.0004247706,0.0007254948],"category_scores_gemma":[0.00940264,0.0001652163,0.0006411445,0.0008121243,0.0001930868,0.0006179888,0.000753177,0.0009275175,0.0002659109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004761383,"about_ca_system_score_gemma":0.0004622067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003624215,"about_ca_topic_score_gemma":0.003981984,"domain_scores_codex":[0.998696,0.0005696479,0.00009416937,0.0002314211,0.0002384393,0.0001702631],"domain_scores_gemma":[0.9958661,0.00147577,0.001304019,0.0004856961,0.0004900996,0.0003784001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001261057,0.00004403107,0.9849726,0.00001175213,0.0001622988,0.00005752223,0.00005396606,0.00160183,0.000475255,0.00006869884,0.0002351445,0.01105574],"study_design_scores_gemma":[0.00004815546,0.00113933,0.9807427,0.00001291752,0.0002239814,0.0002702839,0.00007988579,0.01557469,0.0008374068,0.0003406618,0.0007075849,0.00002250285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996815,0.000448899,0.001467829,0.00009623077,0.00002297399,0.00002190768,0.0003794891,0.00003409064,0.0007135582],"genre_scores_gemma":[0.9983938,0.0000697742,0.000687451,0.00001358308,0.00002023693,0.00001128089,0.0006171846,0.000005736116,0.0001809075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003624215,"threshold_uncertainty_score":0.01505339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04377945206950377,"score_gpt":0.3397416861487298,"score_spread":0.295962234079226,"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."}}