{"id":"W4417014418","doi":"10.1182/blood-2025-5773","title":"Do chip mutations predict frailty and toxicity in transplant-eligible patients with multiple myeloma?","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Ontario Institute for Cancer Research; Windsor Regional Hospital; Alberta Cancer Foundation; Princess Margaret Cancer Centre","funders":"","keywords":"Toxicity; Multiple myeloma; Clinical trial; Prospective cohort study; Comorbidity; Hematopoietic stem cell transplantation; Performance status; Stem cell","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":[0.0008834335,0.0002819317,0.000398282,0.000658834,0.0002246838,0.0006068508,0.0003407849,0.0005135454,0.00118075],"category_scores_gemma":[0.00267573,0.0001130689,0.0004175961,0.0007395631,0.0003251084,0.0004578688,0.0003817806,0.0004414665,0.0002094771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001975846,"about_ca_system_score_gemma":0.0002172186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009694037,"about_ca_topic_score_gemma":0.001371332,"domain_scores_codex":[0.9997371,0.00007947068,0.00003624034,0.00006402106,0.00004099341,0.00004224304],"domain_scores_gemma":[0.9983912,0.0004872577,0.0006238361,0.00007463859,0.0001245588,0.0002983662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002666691,0.00002302117,0.9978204,0.000009265644,0.0000289636,0.000033464,0.00001535497,0.00005928397,0.0001455135,0.000006626822,0.0000487806,0.001542623],"study_design_scores_gemma":[0.00001477688,0.0002971573,0.9987441,0.000007379697,0.00004048496,0.0001773453,0.00006323949,0.0003750178,0.0001227637,0.00004191638,0.0001120035,0.000003752481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990261,0.0004338242,0.00006920498,0.00006902873,0.000005988538,0.0000041273,0.0001720879,0.000001880616,0.0002178067],"genre_scores_gemma":[0.9996175,0.00007234277,0.00004457831,0.00003932285,0.00001220095,0.000004108997,0.0001696396,6.865906e-7,0.0000396383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00118075,"threshold_uncertainty_score":0.00467211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500560372876051,"score_gpt":0.2756438231684877,"score_spread":0.2606382194397272,"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."}}