{"id":"W4411141965","doi":"10.1182/blood.2024027949","title":"Eliminating The Need for Sequential Confirmation of Response in Multiple Myeloma","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Multiple myeloma; Medicine; Internal medicine; Oncology; Clinical trial; Monoclonal gammopathy of undetermined significance; Surrogate endpoint; Progression-free survival; Disease; Serum protein electrophoresis; Monoclonal; Antibody; Immunology; Chemotherapy; Monoclonal antibody","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":[0.006394411,0.0002648184,0.0006662967,0.0009358182,0.0004179679,0.0006295039,0.0004947162,0.0005096787,0.001382064],"category_scores_gemma":[0.011238,0.0001869718,0.0002995624,0.0009904461,0.0003819291,0.0009395128,0.000683775,0.0008023255,0.0002646011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004249954,"about_ca_system_score_gemma":0.0008267888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009079082,"about_ca_topic_score_gemma":0.002268451,"domain_scores_codex":[0.9961405,0.001835916,0.0005564016,0.0003940422,0.0007849955,0.000287982],"domain_scores_gemma":[0.9914891,0.003875622,0.002537675,0.0006980824,0.0009598912,0.0004397811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002166143,0.0002337666,0.9118728,0.000223455,0.0000891837,0.0008532553,0.0001659457,0.0006563423,0.002987027,0.0001336868,0.0009926147,0.07962574],"study_design_scores_gemma":[0.000154907,0.003028372,0.9748112,0.0001028273,0.000140492,0.007136493,0.0001866293,0.003977668,0.00715362,0.0004272984,0.002857072,0.00002337664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992338,0.002670166,0.002163821,0.0004417955,0.00003692336,0.0001216153,0.000154235,0.00003101038,0.002042445],"genre_scores_gemma":[0.9982547,0.0001907494,0.00113452,0.0001066996,0.00003862664,0.00003688593,0.000121606,0.000003492171,0.0001125976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006394411,"threshold_uncertainty_score":0.03381729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03646128684207126,"score_gpt":0.3341772016959929,"score_spread":0.2977159148539217,"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."}}