{"id":"W4392284795","doi":"10.1097/01.cot.0001009928.12155.28","title":"Multiple Myeloma Treatments Fair Worse in the Real World","year":2024,"lang":"en","type":"article","venue":"Oncology Times","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple myeloma; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002818887,0.0001779855,0.0003018682,0.0003169991,0.00007884477,0.000033608,0.0001369852,0.0001058877,0.0008680778],"category_scores_gemma":[0.0000917947,0.0001022313,0.0001174754,0.0005135285,0.000130555,0.00007837985,0.00004825094,0.0003134901,0.001298268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004111972,"about_ca_system_score_gemma":0.0002927353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006456421,"about_ca_topic_score_gemma":0.002077057,"domain_scores_codex":[0.998549,0.0001906314,0.0002197516,0.0003394294,0.0002597656,0.0004414608],"domain_scores_gemma":[0.9987757,0.0007277977,0.00002360756,0.0003151468,0.0000252872,0.0001324669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001198902,0.002028828,0.5357208,0.00009687155,0.0007906863,0.01623086,0.00228388,0.00000358973,0.0007522677,0.001471935,0.05131723,0.3881042],"study_design_scores_gemma":[0.005372595,0.001374731,0.7838678,0.0001592392,0.0001895947,0.0001903736,0.000471505,0.001952932,0.0004701505,0.0004443739,0.2053533,0.0001533841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6643158,0.001310354,0.000005844185,0.008115668,0.0002584174,0.001127426,0.00002850662,0.0001754634,0.3246625],"genre_scores_gemma":[0.9342217,0.0002312678,0.0006233231,0.0002950131,0.00017614,0.0002766898,0.0001003631,0.00002291959,0.06405254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3879508,"threshold_uncertainty_score":0.9994794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0370258844882581,"score_gpt":0.3701017782764389,"score_spread":0.3330758937881808,"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."}}