{"id":"W4403103653","doi":"10.1080/10428194.2024.2408646","title":"Optimizing multiple Myeloma clinical trials: research direction, addressing limitations, and strategies for improvement","year":2024,"lang":"en","type":"review","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Multiple myeloma; Clinical trial; Medicine; Medical physics; Intensive care medicine; Computer science; Internal medicine","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.474356,0.003462188,0.01526954,0.006433657,0.002056458,0.02006929,0.006998554,0.01083643,0.01105559],"category_scores_gemma":[0.5834297,0.002803047,0.010519,0.009777553,0.00743489,0.02719836,0.008026693,0.01514973,0.003208912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01131838,"about_ca_system_score_gemma":0.07724317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00565397,"about_ca_topic_score_gemma":0.01041073,"domain_scores_codex":[0.6166613,0.3045473,0.05250213,0.007606054,0.01592603,0.002757269],"domain_scores_gemma":[0.179748,0.7218534,0.03396589,0.01529701,0.04440532,0.004730361],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001378682,0.0002275251,0.001925519,0.3103505,0.005277685,0.0001679144,0.001762366,0.002247231,0.0005487754,0.05259436,0.04935061,0.5741689],"study_design_scores_gemma":[0.002159627,0.0008388227,0.002417895,0.5978303,0.009493144,0.0003265509,0.002274721,0.002858468,0.000458729,0.1176487,0.263468,0.0002251476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004467265,0.8523996,0.01130905,0.1277747,0.004208033,0.001665209,0.0003126677,0.0001490279,0.00173502],"genre_scores_gemma":[0.01452594,0.7995881,0.1103088,0.06030154,0.007126769,0.006790068,0.0004967116,0.0001692726,0.0006927163],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.525644,"threshold_uncertainty_score":0.6482127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4110346463897178,"score_gpt":0.51015466070124,"score_spread":0.09912001431152229,"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."}}