{"id":"W2985741206","doi":"10.1182/blood-2019-130251","title":"Targeted Mass Spectrometry-Based Serum M-Protein Monitoring for Early Relapse Detection","year":2019,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Waterloo","funders":"","keywords":"Medicine; Melphalan; Internal medicine; Serum protein electrophoresis; Multiple myeloma; Gastroenterology; Immunology; 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":[0.000510644,0.0007385137,0.0004016254,0.0008445185,0.0002464369,0.0004485276,0.0004845213,0.0004577953,0.0008785562],"category_scores_gemma":[0.0004773867,0.0001928215,0.000256612,0.0004108305,0.0002035616,0.0001989144,0.0002770236,0.0006109891,0.0003571671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007483278,"about_ca_system_score_gemma":0.0006524001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002504606,"about_ca_topic_score_gemma":0.0067741,"domain_scores_codex":[0.999605,0.00006560184,0.00001995396,0.0001001569,0.0001600362,0.00004938517],"domain_scores_gemma":[0.9997336,0.0000373717,0.00008954445,0.00001578986,0.00008215235,0.00004155595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001864204,0.0004355143,0.05054839,0.0003886594,0.0001425213,0.0002034047,0.00006137194,0.0009158215,0.8524081,0.0004027279,0.003461176,0.089168],"study_design_scores_gemma":[0.0002804498,0.002578816,0.102174,0.00007509991,0.0003389033,0.001848431,0.00007906061,0.02895941,0.848289,0.0006667416,0.01464289,0.00006727131],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010136,0.02305991,0.06003037,0.00122694,0.000359958,0.0008698605,0.003865429,0.002368123,0.007205962],"genre_scores_gemma":[0.9485813,0.002907045,0.04348909,0.0007836826,0.0001101726,0.0002505256,0.001006337,0.00004172788,0.002830184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002504606,"threshold_uncertainty_score":0.005429506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634477426913836,"score_gpt":0.2710069664180028,"score_spread":0.2546621921488644,"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."}}