{"id":"W3095670170","doi":"10.1182/blood-2020-142271","title":"Monoclonal Protein Response Trajectory and Survival in Newly Diagnosed Multiple Myeloma: A Retrospective Cohort Study","year":2020,"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":"CancerCare Manitoba; Research Institute in Oncology and Hematology; University of Manitoba","funders":"","keywords":"Multiple myeloma; Retrospective cohort study; Medicine; Cohort; Internal medicine; Bortezomib; Oncology; Trajectory; Survival analysis","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":[0.001120348,0.0002762364,0.0004337264,0.0009051718,0.0006901021,0.0005867738,0.0005233672,0.0003515889,0.000832292],"category_scores_gemma":[0.002256214,0.0003961469,0.0006634876,0.001705563,0.0002548557,0.0005908501,0.0007091623,0.0006588642,0.0001475914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009314562,"about_ca_system_score_gemma":0.001024002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02468468,"about_ca_topic_score_gemma":0.03327749,"domain_scores_codex":[0.999428,0.0001197155,0.00008043757,0.0001716936,0.0001082145,0.00009199839],"domain_scores_gemma":[0.9980668,0.0002581352,0.0009194319,0.0002104509,0.0002172664,0.0003278473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005679124,0.00001639301,0.9994532,0.000004255275,0.00002719674,0.00005594935,0.00004831675,0.0000247082,0.00005659218,0.000006427309,0.00003262622,0.0002174259],"study_design_scores_gemma":[0.00001082194,0.0001156085,0.9987655,0.000007137278,0.00004570296,0.0003052612,0.0002159327,0.0003224004,0.00004098827,0.00001233687,0.0001531894,0.00000506314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991042,0.00009511821,0.00009177863,0.00001754224,0.000002430439,0.00001830343,0.0005736107,0.00000233072,0.00009468731],"genre_scores_gemma":[0.9989761,0.00009548553,0.0001459449,0.00002002112,0.000003636355,0.00002553972,0.0006723455,0.00000213221,0.00005882233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02468468,"threshold_uncertainty_score":0.04908198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536864398055786,"score_gpt":0.2831186031077861,"score_spread":0.2577499591272282,"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."}}