{"id":"W3217731526","doi":"10.1182/blood-2021-149785","title":"M-Protein Sequencing and Monitoring in Serum of LC-Only Multiple Myeloma Patients","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Waterloo","funders":"","keywords":"Medicine; Multiple myeloma; Melphalan; Serum protein electrophoresis; Internal medicine; Thalidomide; Lenalidomide; Bone marrow; Bortezomib; Antibody; Immunofixation; Gastroenterology; Immunology; Monoclonal; Monoclonal antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006275076,0.0004702996,0.0007194157,0.0005609919,0.0003109705,0.0006374415,0.0002811138,0.0004721138,0.0007534638],"category_scores_gemma":[0.001039774,0.0001511364,0.0002855021,0.0004511756,0.0002117706,0.0002203507,0.0002711911,0.0004024384,0.0002446742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006289941,"about_ca_system_score_gemma":0.0004772507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001438119,"about_ca_topic_score_gemma":0.001555511,"domain_scores_codex":[0.9994692,0.00009832148,0.00005530267,0.0001654087,0.0001391387,0.00007262566],"domain_scores_gemma":[0.9994255,0.0001140251,0.0001753961,0.00002182992,0.0001156817,0.0001475869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0158442,0.001035523,0.7992816,0.000335832,0.0002140055,0.001263403,0.0002419966,0.00167848,0.122811,0.0001521211,0.001758189,0.05538353],"study_design_scores_gemma":[0.0007933239,0.01933195,0.82972,0.0001061122,0.000589428,0.005051513,0.0002399592,0.01556201,0.1206974,0.0002956513,0.007559007,0.00005361408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957528,0.00201233,0.0006174425,0.00009251566,0.00002202021,0.00007105378,0.0006702467,0.00008215025,0.0006792988],"genre_scores_gemma":[0.9973708,0.0002230331,0.001109383,0.0001886028,0.00002177046,0.00004130115,0.0007524397,0.000006455246,0.0002861536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001438119,"threshold_uncertainty_score":0.004563689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02608121242496874,"score_gpt":0.2776519001210467,"score_spread":0.251570687696078,"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."}}