{"id":"W4412620910","doi":"10.1200/op-25-00322","title":"Patient Preferences on Clinical Decision Making in Multiple Myeloma","year":2025,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Multiple myeloma; Medicine; Toxicity; Dyscrasia; Internal medicine; Progression-free survival; Bortezomib; Oncology; Drug; Maintenance therapy; Chemotherapy; Plasma cell; Pharmacology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0009847969,0.0001461358,0.0004134451,0.0002880736,0.00009976605,0.00002006206,0.0001101692,0.0002660259,0.0001129496],"category_scores_gemma":[0.01905416,0.0001118747,0.00008715253,0.0003335238,0.0001007879,0.0001592127,0.0001408049,0.0007419541,0.0002837826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004077784,"about_ca_system_score_gemma":0.0005561508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009044483,"about_ca_topic_score_gemma":0.0003359538,"domain_scores_codex":[0.9976318,0.0006725154,0.0005745698,0.0004426683,0.0003313004,0.0003471514],"domain_scores_gemma":[0.9863552,0.01280991,0.0001837934,0.0003637708,0.0001602408,0.00012705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01056815,0.002759731,0.2903723,0.00001534056,0.0001265827,0.0009480008,0.0001151195,0.000007460995,0.00002731986,0.0001985578,0.002440937,0.6924205],"study_design_scores_gemma":[0.007837551,0.005054117,0.7705258,0.0003746588,0.00009277876,0.00006006196,0.0005944618,0.0008793246,0.0001161341,0.0004256905,0.2139399,0.00009959283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9011236,0.0002215728,0.0001738016,0.004970863,0.0005631669,0.0008716457,0.000004271507,0.00004585033,0.09202524],"genre_scores_gemma":[0.9809855,0.0002629851,0.0146999,0.003559267,0.00006515988,0.00009966827,0.00001062912,0.000009531791,0.0003073552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6923209,"threshold_uncertainty_score":0.9892088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121054008316277,"score_gpt":0.4982299926778569,"score_spread":0.3861245918462292,"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."}}