{"id":"W4200413879","doi":"10.1182/hematology.2021000304","title":"Smoldering multiple myeloma: evolving diagnostic criteria and treatment strategies","year":2021,"lang":"en","type":"article","venue":"Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Multiple myeloma; Risk stratification; Medicine; Clinical trial; Dilemma; Intensive care medicine; Bone marrow; Oncology; Internal medicine; Epistemology","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":[0.008906105,0.00104112,0.001901169,0.003846452,0.00120981,0.003394621,0.002377265,0.00261725,0.000915421],"category_scores_gemma":[0.009140676,0.0003547284,0.0008932333,0.002132764,0.003081046,0.004838439,0.002540345,0.009929507,0.0006094879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004615681,"about_ca_system_score_gemma":0.003646789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003840192,"about_ca_topic_score_gemma":0.00651748,"domain_scores_codex":[0.9968059,0.0009909755,0.0007523212,0.0003969855,0.0008642029,0.0001896334],"domain_scores_gemma":[0.9953756,0.001576693,0.0005917842,0.0001635878,0.00177722,0.0005150702],"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":[0.0002542276,0.0001595381,0.01398774,0.002024142,0.0001301398,0.001561457,0.0009448863,0.001631184,0.002203753,0.04849961,0.06941518,0.859188],"study_design_scores_gemma":[0.0001416403,0.0007983859,0.01988807,0.01235534,0.0004968283,0.02886126,0.004022642,0.007140777,0.002738541,0.1704303,0.7527764,0.0003496908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008328429,0.7035227,0.02567925,0.2466696,0.004255965,0.0001037159,0.0001505931,0.0002978409,0.01099181],"genre_scores_gemma":[0.1447697,0.6553137,0.08879195,0.08139779,0.0238083,0.0002689793,0.0008075341,0.0002605493,0.004581545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008906105,"threshold_uncertainty_score":0.0471006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873260786322305,"score_gpt":0.3333129025542195,"score_spread":0.2945802946909964,"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."}}