{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003882746,0.0001696914,0.0004006769,0.00007292415,0.0001062689,0.00004876091,0.00002951369,0.00008590262,0.000449627],"category_scores_gemma":[0.0006920195,0.0001383346,0.00005898401,0.00009231703,0.0000879015,0.00009081249,0.00006435228,0.00007971988,0.00005374918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007273125,"about_ca_system_score_gemma":0.0001817217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001179843,"about_ca_topic_score_gemma":0.0002552235,"domain_scores_codex":[0.9989176,0.00006673922,0.0001857752,0.0003357966,0.0001144128,0.0003797084],"domain_scores_gemma":[0.9987285,0.0006838338,0.00003007902,0.0002576987,0.00008889798,0.0002109501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000223071,0.0009187288,0.9232874,0.0004508578,0.0005980724,0.02187157,0.0009398696,0.000002205408,0.02267751,0.002775857,0.0004476765,0.02580716],"study_design_scores_gemma":[0.01164401,0.0009719399,0.8854806,0.0003572212,0.0002274557,0.01122751,0.00262508,0.002942719,0.08026499,0.0007530804,0.003145931,0.0003593907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907446,0.005675486,0.0001696572,0.0007192601,0.00009203016,0.0002850266,0.000009560196,0.00007319007,0.002231201],"genre_scores_gemma":[0.996006,0.000551592,0.002847888,0.00006023463,0.00005330995,0.00009814854,0.00005960431,0.00002061347,0.0003026221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05758747,"threshold_uncertainty_score":0.5641123,"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."}}