{"id":"W3037740879","doi":"10.1111/cts.12836","title":"Early M‐Protein Dynamics Predicts Progression‐Free Survival in Patients With Relapsed/Refractory Multiple Myeloma","year":2020,"lang":"en","type":"article","venue":"Clinical and Translational Science","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Chinese University of Hong Kong","keywords":"Daratumumab; Lenalidomide; Internal medicine; Oncology; Proportional hazards model; Medicine; Progression-free survival; Refractory (planetary science); Multiple myeloma; Bortezomib; Dexamethasone; Overall survival; Biology","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":[0.0006506587,0.000367506,0.0004679387,0.0004436096,0.0001728805,0.0003875133,0.0002106162,0.0004091663,0.0003900299],"category_scores_gemma":[0.00177338,0.000147914,0.0005489513,0.0003435703,0.000126902,0.0003834652,0.0003413455,0.000492478,0.0001333549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002648265,"about_ca_system_score_gemma":0.0002262429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001222187,"about_ca_topic_score_gemma":0.001379815,"domain_scores_codex":[0.9998145,0.00006460114,0.00001864501,0.00004335279,0.00003216603,0.00002687311],"domain_scores_gemma":[0.9992582,0.0002430835,0.0003256181,0.00003923505,0.00004479942,0.00008898178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008797944,0.00006713362,0.9912799,0.00001712793,0.00008736074,0.00006164512,0.00003997786,0.001486389,0.0007069536,0.00001954749,0.00009367703,0.005260549],"study_design_scores_gemma":[0.00005740259,0.0007800438,0.9872097,0.00001232157,0.0001056303,0.0003260189,0.00006776384,0.0104679,0.0004418975,0.000116865,0.0004045822,0.000009873522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991072,0.0003635411,0.0002205802,0.00003890209,0.000003330992,0.000005026919,0.0001343088,0.000005773998,0.000121304],"genre_scores_gemma":[0.999521,0.00007312086,0.0001157253,0.00001729942,0.000007420724,0.000003865058,0.000208792,8.643938e-7,0.00005180424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001222187,"threshold_uncertainty_score":0.003441036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04214908889203074,"score_gpt":0.3326439552413016,"score_spread":0.2904948663492709,"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."}}