{"id":"W4406771622","doi":"10.1016/j.clml.2025.01.010","title":"Minimal Residual Disease Testing Infrastructure in Multiple Myeloma: Guidance for Clinical Trial and Routine Practice Use in Canada","year":2025,"lang":"en","type":"review","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; William Osler Health System; Saskatchewan Science Centre; London Health Sciences Centre; University of Alberta; University of Saskatchewan; University of Ottawa; Kingston Health Sciences Centre; McGill University; McGill University Health Centre; Hôpital Maisonneuve-Rosemont; CancerCare Manitoba; Saskatchewan Cancer Agency; Ottawa Hospital; Princess Margaret Cancer Centre; Jewish General Hospital; Western University; University of Toronto; Queen's University; McMaster University","funders":"Janssen Research and Development; Johnson and Johnson; Hamilton Health Sciences","keywords":"Medicine; Multiple myeloma; Minimal residual disease; Residual; Clinical trial; Clinical Practice; Disease; Oncology; Internal medicine; Intensive care medicine; Family medicine; Bone marrow; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.02197697,0.0008538272,0.002317865,0.00485718,0.001606455,0.005192163,0.004564205,0.004054812,0.007861793],"category_scores_gemma":[0.03867905,0.0007023572,0.001835095,0.007817276,0.00215269,0.00197105,0.001955603,0.004073812,0.002772779],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03678521,"about_ca_system_score_gemma":0.2342479,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6856475,"about_ca_topic_score_gemma":0.7974104,"domain_scores_codex":[0.9910301,0.002483825,0.001272747,0.0004228172,0.003998664,0.0007918888],"domain_scores_gemma":[0.94866,0.01127813,0.004244312,0.0007921283,0.03170387,0.003321574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002209229,0.00007833363,0.001372717,0.02096817,0.0001509311,0.000229016,0.0004536671,0.000670133,0.0004879726,0.01125601,0.2681633,0.6959488],"study_design_scores_gemma":[0.0001514723,0.00007235589,0.004033412,0.03932029,0.0002943859,0.0002116132,0.0001829259,0.0002460456,0.0002604254,0.002644645,0.9525255,0.00005697598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007003075,0.896304,0.003100868,0.06211379,0.001609339,0.001367732,0.003139885,0.0002867185,0.03137732],"genre_scores_gemma":[0.009111556,0.951106,0.01678649,0.01304518,0.0004932199,0.001225332,0.002064148,0.00009392642,0.006074226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9632148,"threshold_uncertainty_score":0.6324075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1723257882737399,"score_gpt":0.4460666182586723,"score_spread":0.2737408299849324,"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."}}