{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009336937,0.000168219,0.0002648861,0.00007729669,0.0002916797,0.00002155942,0.0001092488,0.00001802303,0.000675603],"category_scores_gemma":[0.00006580028,0.00009874236,0.0002057326,0.0001951823,0.0001015396,0.00005985503,0.0000493024,0.000146961,0.000008067416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002934902,"about_ca_system_score_gemma":0.0002926361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002706331,"about_ca_topic_score_gemma":0.0002799091,"domain_scores_codex":[0.998594,0.0001565585,0.0001720873,0.0003162908,0.0004979481,0.0002631078],"domain_scores_gemma":[0.9990251,0.0002749772,0.000113461,0.000460932,0.00004104129,0.00008446669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00866562,0.01485155,0.8981817,0.00007856623,0.005576941,0.0004326605,0.009771618,0.0008773836,0.02263666,0.003386903,0.00119321,0.03434719],"study_design_scores_gemma":[0.03659428,0.01440128,0.7295085,0.0001117437,0.001535377,0.00007160208,0.02753326,0.0008481672,0.1829259,0.0003055307,0.005700795,0.0004634782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918018,0.002994549,0.000004433633,0.001109516,0.00008198945,0.0008722782,0.0007386371,0.00002396981,0.002372856],"genre_scores_gemma":[0.9949984,0.001101207,0.00004770668,0.00005694699,0.0001307813,0.0009922135,0.00003672683,0.00002205139,0.002613999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1686732,"threshold_uncertainty_score":0.7397379,"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."}}