{"id":"W4405043607","doi":"10.1182/blood-2024-202098","title":"Eliminating the Need for Sequential Confirmation of Response in Multiple Myeloma","year":2024,"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":"Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Multiple myeloma; Medicine; Lenalidomide; Internal medicine; Oncology","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":[0.02273547,0.000454726,0.001304441,0.001015167,0.0005439633,0.0007980297,0.0009531848,0.0007453589,0.001131439],"category_scores_gemma":[0.03148963,0.000378121,0.0008628853,0.001043662,0.0004135151,0.001104434,0.001179052,0.00109682,0.0002738433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006646424,"about_ca_system_score_gemma":0.00157088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008155016,"about_ca_topic_score_gemma":0.001505113,"domain_scores_codex":[0.9820578,0.01257087,0.001627928,0.001178416,0.002081138,0.0004837832],"domain_scores_gemma":[0.96549,0.01870466,0.008005028,0.003090011,0.003164888,0.001545456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0323968,0.00126308,0.6434116,0.0008324096,0.0006660928,0.0006016959,0.000381086,0.004517456,0.006267271,0.0004740847,0.001550532,0.3076379],"study_design_scores_gemma":[0.002503035,0.0432315,0.8920388,0.000309411,0.001349075,0.003140499,0.0002884456,0.03060718,0.01291366,0.001787257,0.01173816,0.00009286896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9797083,0.00560396,0.009776343,0.0006305466,0.0001485254,0.0006787666,0.0003863935,0.0001273928,0.002939713],"genre_scores_gemma":[0.9932781,0.000296126,0.005577582,0.0001469608,0.0001019964,0.0002488385,0.0001811733,0.00001048573,0.0001587765],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02273547,"threshold_uncertainty_score":0.1202381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04614598840469218,"score_gpt":0.3359464436156041,"score_spread":0.2898004552109119,"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."}}