{"id":"W4405049933","doi":"10.1182/blood-2024-198626","title":"Unmet Needs in Multiple Myeloma and Potential Solutions: A Systemic Literature Review","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":"","funders":"","keywords":"Multiple myeloma; Lenalidomide; Medicine; Ixazomib; Intensive care medicine; Internal medicine; Carfilzomib","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01662089,0.001755147,0.00494689,0.02685318,0.001378171,0.004952298,0.001808871,0.003069447,0.004792039],"category_scores_gemma":[0.07008603,0.001329167,0.0062601,0.02012149,0.001548468,0.006507793,0.003455705,0.002101197,0.0004872119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00770181,"about_ca_system_score_gemma":0.02579086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005923949,"about_ca_topic_score_gemma":0.01521867,"domain_scores_codex":[0.9871507,0.004881334,0.004276164,0.0008731638,0.002338382,0.0004803139],"domain_scores_gemma":[0.9329426,0.04970484,0.009718457,0.0006079086,0.006294834,0.0007313467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001111573,0.00002722059,0.001310552,0.8445091,0.002511995,0.0002710624,0.001039856,0.0002120105,0.0002210501,0.002435598,0.007881304,0.139469],"study_design_scores_gemma":[0.00004252229,0.00006667594,0.002154538,0.9518183,0.006877292,0.0005952986,0.001102406,0.00009959996,0.00009380039,0.001515097,0.0355977,0.00003680422],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005233816,0.9959816,0.0001971716,0.002211097,0.0002432579,0.0001706816,0.0001794102,0.000006113199,0.0004872865],"genre_scores_gemma":[0.00690104,0.9901363,0.0008066014,0.001321699,0.0002201774,0.0003504871,0.0001424034,0.00000333214,0.0001179919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02685318,"threshold_uncertainty_score":0.0879007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203579933179218,"score_gpt":0.2861096032675662,"score_spread":0.2657516099496444,"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."}}