{"id":"W4403629204","doi":"10.1182/blood.2024025415","title":"Comparison of progression risk of monoclonal gammopathy of undetermined significance by method of detection","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Cancer Institute","keywords":"Monoclonal gammopathy of undetermined significance; Medicine; Internal medicine; Asymptomatic; Cumulative incidence; Cohort; Incidence (geometry); Population; Gastroenterology; Oncology; Immunology; Monoclonal; Antibody; Monoclonal antibody","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":[0.007865531,0.0004191682,0.0006180592,0.001379932,0.0001708158,0.00108851,0.0008056083,0.0008193014,0.001143586],"category_scores_gemma":[0.01985102,0.0003182674,0.001733866,0.0008177337,0.000240056,0.0005187016,0.000556064,0.0006543149,0.0001564969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005533047,"about_ca_system_score_gemma":0.0003919835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964379,"about_ca_topic_score_gemma":0.002576279,"domain_scores_codex":[0.9953266,0.002389977,0.0002946668,0.0007355831,0.001042955,0.0002102072],"domain_scores_gemma":[0.981188,0.01173547,0.004422225,0.0009523171,0.001140036,0.0005618297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01065968,0.00007321338,0.9755743,0.0001866455,0.002235551,0.00006519831,0.00009829321,0.0005490163,0.0004537427,0.00009543901,0.000371519,0.009637386],"study_design_scores_gemma":[0.0003068462,0.001563245,0.9911484,0.00005922696,0.001100359,0.0003060551,0.00008246936,0.004333784,0.0005154333,0.0001302462,0.0004298496,0.00002419905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948549,0.002952403,0.0006442276,0.00008384878,0.00004362963,0.000040625,0.0006910249,0.00001636831,0.0006729187],"genre_scores_gemma":[0.9989516,0.0001694078,0.0002491273,0.00002009051,0.00001951621,0.00002371627,0.0003862141,0.000005730553,0.0001746349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007865531,"threshold_uncertainty_score":0.04159743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0332881193770181,"score_gpt":0.400594317533617,"score_spread":0.3673061981565989,"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."}}