{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004322157,0.0001278964,0.000239402,0.0000669736,0.0001383806,0.00003220013,0.0001776432,0.00007698124,0.00002743168],"category_scores_gemma":[0.0008001511,0.00008478604,0.00004541536,0.000468511,0.0009509103,0.0002775253,0.00005702201,0.0003227055,0.00001160018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001979462,"about_ca_system_score_gemma":0.0003013338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002300273,"about_ca_topic_score_gemma":0.00006036173,"domain_scores_codex":[0.9977304,0.00006048326,0.0003547115,0.0004978704,0.001046727,0.0003098563],"domain_scores_gemma":[0.998748,0.0002481269,0.00005836798,0.0001740022,0.0001596781,0.0006117921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002060282,0.0005300359,0.9599136,0.00002278874,0.00001621714,0.00002815808,0.00007710147,0.000002793212,0.00002825834,0.0002709116,0.000003614334,0.03704622],"study_design_scores_gemma":[0.01158371,0.001617216,0.9796701,0.00009635155,0.0000113881,7.144261e-7,0.000008836129,0.006630351,0.00001888198,0.0001985766,0.00007000948,0.00009386052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957301,0.00004247473,0.0001913017,0.002613249,0.00004130897,0.0007270282,0.00006650963,0.00003069455,0.0005573379],"genre_scores_gemma":[0.9967646,0.000006943264,0.002952236,0.0001055176,0.00005731156,0.00002014858,0.00005433043,0.000009440875,0.00002946121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03695237,"threshold_uncertainty_score":0.3503669,"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."}}