{"id":"W4410197384","doi":"10.1016/j.clml.2025.05.006","title":"Clinical Outcomes for Multiple Myeloma Patients With Prior Exposure to a Combination of a Proteasome Inhibitor and an Immunomodulatory Agent in Alberta, Canada","year":2025,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Cancer Foundation","funders":"Janssen Canada; Johnson and Johnson","keywords":"Medicine; Multiple myeloma; Confidence interval; Attrition; Health care; Internal medicine; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003983289,0.0003735457,0.0005245038,0.0008680418,0.001922394,0.001327376,0.00129948,0.0005766744,0.002967805],"category_scores_gemma":[0.001271127,0.0002862768,0.0006856256,0.00293336,0.000688509,0.0003251933,0.0007297345,0.001120162,0.000294884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03645666,"about_ca_system_score_gemma":0.03815398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990044,"about_ca_topic_score_gemma":0.9939876,"domain_scores_codex":[0.9992085,0.00004420677,0.00003897173,0.00008956555,0.0002716355,0.0003471562],"domain_scores_gemma":[0.9982326,0.00006493708,0.0002538368,0.00002340532,0.0007810708,0.0006440818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008688717,0.0001177999,0.9831829,0.00006561612,0.0001642324,0.000654116,0.0003430732,0.0005006823,0.0005308455,0.0002737663,0.004490403,0.008807648],"study_design_scores_gemma":[0.00008230068,0.000101875,0.9955081,0.00006074042,0.0001074209,0.0003467019,0.001036211,0.0004070922,0.00009527419,0.0000555855,0.002174077,0.00002445073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789062,0.003105612,0.0001387076,0.001656555,0.000104795,0.00007000371,0.004985626,0.00002754054,0.01100496],"genre_scores_gemma":[0.9929509,0.001418925,0.0001266148,0.0003682507,0.00003377398,0.00001439679,0.002332041,0.000008713047,0.002746355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03645666,"threshold_uncertainty_score":0.2645128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01980309231180277,"score_gpt":0.3308765082936681,"score_spread":0.3110734159818653,"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."}}