{"id":"W4388287988","doi":"10.3390/curroncol30110705","title":"Multiple Myeloma in 2023 Ways: From Trials to Real Life","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Clinical trial; Multiple myeloma; Chimeric antigen receptor; Disease; Malignancy; Intensive care medicine; Hematologic malignancy; Bioinformatics; Immunology; Internal medicine; Immunotherapy; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00432003,0.0009201146,0.002776111,0.00158884,0.0003392436,0.002797191,0.00154255,0.002492544,0.007594299],"category_scores_gemma":[0.00525721,0.0004077649,0.001222101,0.002010462,0.0006635187,0.002822336,0.001072799,0.003159106,0.003209063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001210765,"about_ca_system_score_gemma":0.00359488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000893486,"about_ca_topic_score_gemma":0.002185672,"domain_scores_codex":[0.9988198,0.0004471923,0.0001718672,0.0001057982,0.00038469,0.00007071689],"domain_scores_gemma":[0.9973056,0.001608149,0.0003101957,0.00007465748,0.0005079721,0.0001934225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003342272,0.0000948708,0.00009914026,0.05136385,0.0003271686,0.0001109634,0.0001067899,0.0002244176,0.0009095953,0.005865101,0.06103278,0.8795312],"study_design_scores_gemma":[0.0001582525,0.000307214,0.0002919087,0.0325661,0.0003589182,0.0003201334,0.00008712769,0.00006175527,0.000191174,0.003395,0.962244,0.00001835728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007992739,0.9969996,0.00007706418,0.00143693,0.000472298,0.0000235817,0.00003777461,0.000009717371,0.0008630911],"genre_scores_gemma":[0.0007350808,0.9955547,0.0003187805,0.002276126,0.0003820746,0.00004521333,0.00006891711,0.000006689113,0.0006124052],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007594299,"threshold_uncertainty_score":0.02540541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6375273539588502,"score_gpt":0.5646858573344412,"score_spread":0.07284149662440897,"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."}}