{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009200433,0.0002037442,0.0002919991,0.0006250768,0.001062543,0.002116612,0.0003639294,0.001051369,0.004761541],"category_scores_gemma":[0.04037853,0.0001725865,0.0003953778,0.0005799947,0.00117263,0.001557071,0.001408575,0.001568455,0.0003262566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256419,"about_ca_system_score_gemma":0.00208227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001801927,"about_ca_topic_score_gemma":0.002385335,"domain_scores_codex":[0.9895889,0.008311965,0.0004137628,0.0002654059,0.0008671854,0.0005528596],"domain_scores_gemma":[0.9704254,0.02076414,0.00513027,0.0002900038,0.0009912659,0.002398906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001425121,0.001060147,0.7584803,0.0007652171,0.0003723643,0.001172157,0.04902854,0.002570437,0.0009267736,0.00400181,0.01117537,0.1690217],"study_design_scores_gemma":[0.000767175,0.003772993,0.5783753,0.002736137,0.0003993709,0.006830125,0.2882508,0.01511312,0.001900781,0.04192209,0.05949674,0.0004354069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832381,0.001092093,0.0006944151,0.009079915,0.00004479066,0.00004128203,0.00008091628,0.000007554634,0.005720905],"genre_scores_gemma":[0.9977629,0.0003389038,0.0005426258,0.001166008,0.0000234102,0.00001729152,0.00002482598,0.000002216081,0.0001217985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009200433,"threshold_uncertainty_score":0.04865718,"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."}}