{"id":"W4392170506","doi":"10.2147/jbm.s434055","title":"Presentation and Outcome of Patients with Multiple Myeloma (MM), Single Centre Experience from Windsor Essex Regional Cancer Centre","year":2024,"lang":"en","type":"article","venue":"Journal of Blood Medicine","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Windsor; Windsor Regional Hospital; Western University","funders":"","keywords":"Medicine; Multiple myeloma; Lenalidomide; Bortezomib; Melphalan; Internal medicine; Regimen; Cyclophosphamide; Surgery; Oncology; Progressive disease; Cancer; Thalidomide; Disease; Chemotherapy","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":[0.00008916696,0.0001758765,0.0004907032,0.0002170702,0.00003890453,0.00001467883,0.00007968939,0.00005926193,0.0003401686],"category_scores_gemma":[0.0002638434,0.0001024295,0.00006796505,0.0002182262,0.0002006949,0.0002026594,0.00002730362,0.0002274142,0.000001722546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005981114,"about_ca_system_score_gemma":0.0001174933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003496169,"about_ca_topic_score_gemma":0.000113749,"domain_scores_codex":[0.9979631,0.00004772341,0.0005589512,0.000216194,0.000978987,0.0002350828],"domain_scores_gemma":[0.99853,0.0002760496,0.0002676071,0.0001495195,0.0004217152,0.0003550985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001505929,0.0006644401,0.9733936,0.0002556576,0.0007214802,0.0004411367,0.003277382,0.000003098101,0.009105605,0.000005063514,0.0009016241,0.009724974],"study_design_scores_gemma":[0.01589352,0.001495061,0.9661998,0.002997657,0.0008984865,0.00006208079,0.001749756,0.0002446344,0.008513227,0.00001884117,0.001815114,0.0001118664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896749,0.005827674,0.00003813611,0.003810475,0.0002084242,0.0003108644,0.00005482977,0.00001210851,0.00006258333],"genre_scores_gemma":[0.9978608,0.0003138119,0.0007899057,0.0001017397,0.0004074578,0.000003694277,0.00005844188,0.00002311219,0.000440968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01438759,"threshold_uncertainty_score":0.4176952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03155002991498548,"score_gpt":0.3205771289599939,"score_spread":0.2890270990450085,"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."}}