{"id":"W4281960949","doi":"10.1158/2643-3230.bcd-21-0205","title":"Perspectives on the Risk-Stratified Treatment of Multiple Myeloma","year":2022,"lang":"en","type":"article","venue":"Blood Cancer Discovery","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Cancer Research UK","keywords":"Multiple myeloma; Risk stratification; Stratification (seeds); Medicine; Oncology; Intensive care medicine; Internal medicine; Biology","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":[0.02050117,0.001193203,0.002128393,0.001394989,0.001217103,0.005204803,0.002700957,0.007054296,0.005662716],"category_scores_gemma":[0.0211072,0.0004511339,0.002132505,0.0007819176,0.006332519,0.005446167,0.003189809,0.01700716,0.001652085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003996103,"about_ca_system_score_gemma":0.006343408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002212759,"about_ca_topic_score_gemma":0.003683248,"domain_scores_codex":[0.9911918,0.005650576,0.0004263166,0.0006083539,0.001697417,0.0004254048],"domain_scores_gemma":[0.9851739,0.009857696,0.0007356092,0.00068204,0.002278455,0.001272276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001221643,0.0006406598,0.002991275,0.002069689,0.0007883355,0.0007253578,0.0007991806,0.005049428,0.001934417,0.4641992,0.172016,0.3475649],"study_design_scores_gemma":[0.0004941709,0.0007887834,0.002844905,0.003006446,0.000416624,0.0009880859,0.0006793279,0.002575523,0.0007200279,0.454918,0.5324063,0.0001619544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001586361,0.1839619,0.01310241,0.7816616,0.007397213,0.00004610479,0.0001383594,0.00009054883,0.01201558],"genre_scores_gemma":[0.1021528,0.3809002,0.04427369,0.3728863,0.09061315,0.0004367456,0.0003747973,0.0001671659,0.008195183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02050117,"threshold_uncertainty_score":0.1084218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03138852994115597,"score_gpt":0.3023293460820964,"score_spread":0.2709408161409404,"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."}}