{"id":"W4406697420","doi":"10.58931/cht.2025.4s0161","title":"Practical Considerations for Early Relapsed/Refractory Multiple Myeloma in the Canadian Landscape in 2024","year":2025,"lang":"en","type":"article","venue":"Canadian Hematology Today","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; London Health Sciences Centre; Western University","funders":"","keywords":"Refractory (planetary science); Multiple myeloma; Medicine; Oncology; Intensive care medicine; Internal medicine; Biology; Astrobiology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003812749,0.0005634138,0.0005059803,0.001817674,0.007840784,0.004700991,0.003012675,0.005973103,0.02742713],"category_scores_gemma":[0.01064681,0.0003563936,0.000807534,0.001457341,0.002571736,0.001934244,0.003343067,0.005676676,0.00269913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03441397,"about_ca_system_score_gemma":0.1547137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8590299,"about_ca_topic_score_gemma":0.9563412,"domain_scores_codex":[0.9972237,0.0003917013,0.0002216052,0.0002696281,0.0009479357,0.0009453934],"domain_scores_gemma":[0.986459,0.0008404209,0.0004188463,0.0001591884,0.005216238,0.006906133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001155897,0.0001354525,0.01623042,0.0004241311,0.00003442536,0.006125544,0.001171967,0.0004669586,0.0008359199,0.01586756,0.8076938,0.1508983],"study_design_scores_gemma":[0.00005770249,0.00009835418,0.02459283,0.001594343,0.00005881308,0.006420233,0.004197215,0.0005616096,0.0002389358,0.009463177,0.9525773,0.0001394514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.007689965,0.01640428,0.00138169,0.9146286,0.007772114,0.0001345268,0.0007413392,0.000183407,0.05106411],"genre_scores_gemma":[0.2122439,0.05469971,0.0219631,0.5858406,0.01913824,0.0002841174,0.001884,0.0005337933,0.1034126],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1409701,"threshold_uncertainty_score":0.2836004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04380890724049456,"score_gpt":0.3382492880681113,"score_spread":0.2944403808276168,"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."}}