{"id":"W4405054898","doi":"10.1182/blood-2024-200922","title":"An Investigation of Potential Treatment Effect Modifiers in Multiple Myeloma from Published Randomized Controlled Trials","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Multiple myeloma; Randomized controlled trial; Medicine; Pomalidomide; Oncology; Internal medicine; Lenalidomide","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.1672103,0.002287966,0.01294701,0.008590024,0.0007906815,0.005992974,0.003050242,0.004463709,0.01101849],"category_scores_gemma":[0.4161319,0.001520166,0.02359963,0.00870096,0.001506838,0.005832513,0.002653303,0.003809731,0.0008339364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003177385,"about_ca_system_score_gemma":0.007000781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009961866,"about_ca_topic_score_gemma":0.002287396,"domain_scores_codex":[0.7742548,0.1279988,0.07053883,0.008328326,0.01734258,0.001536625],"domain_scores_gemma":[0.498386,0.4154169,0.06224216,0.009432891,0.01353687,0.0009851379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01023132,0.000137306,0.004862122,0.7422957,0.1670804,0.0001715897,0.0003334921,0.0003456658,0.0004467177,0.001404468,0.001684787,0.07100641],"study_design_scores_gemma":[0.01918072,0.004018531,0.01378454,0.3112286,0.617094,0.0003627675,0.0003536729,0.0006126891,0.001108294,0.004382556,0.02776305,0.0001106936],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009473616,0.9635607,0.006719816,0.002428038,0.00199245,0.01016091,0.002810324,0.0001193732,0.002734849],"genre_scores_gemma":[0.3912872,0.4838579,0.04409684,0.01393391,0.003078213,0.05833755,0.003741378,0.0002093105,0.001457744],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.987053,"threshold_uncertainty_score":0.8843032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02880703925496272,"score_gpt":0.3161927827117161,"score_spread":0.2873857434567534,"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."}}