{"id":"W4366975166","doi":"10.3390/curroncol30050334","title":"Management of Multiple Myeloma: A Review for General Practitioners in Oncology","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen's University","funders":"BeiGene; Celgene; Gilead Sciences; Sanofi; Pfizer","keywords":"Medicine; Multiple myeloma; Life expectancy; Malignancy; Survivorship curve; Disease; Oncology; Hematologic malignancy; Internal medicine; Intensive care medicine; Chemotherapy; Bone marrow; Cancer; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008943771,0.0004332855,0.00363054,0.0005875535,0.00004193185,0.000004224369,0.0002487318,0.0003843673,0.00009650292],"category_scores_gemma":[0.0004928569,0.0003399475,0.0007615057,0.0007166598,0.0001280049,0.00004154461,0.0002098424,0.0005818181,0.0002102481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171623,"about_ca_system_score_gemma":0.001298531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002068817,"about_ca_topic_score_gemma":0.00005913146,"domain_scores_codex":[0.9965287,0.0004633947,0.001364767,0.0006655597,0.0003265737,0.0006509442],"domain_scores_gemma":[0.9973221,0.001016985,0.0007320193,0.0004993106,0.0001858109,0.0002437069],"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":[0.0001232928,0.001216772,0.0000443996,0.2328926,0.000699574,0.0005149574,0.00001411623,1.020607e-7,1.320368e-7,0.0001903728,0.007714624,0.7565891],"study_design_scores_gemma":[0.004154022,0.0009829024,0.00009980044,0.08251409,0.002204241,0.0001099651,0.00002317499,0.00003127545,3.587848e-7,0.00003269571,0.909654,0.000193498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001445229,0.987916,0.00003691471,0.0003480581,0.0008688414,0.009042443,0.0002466472,0.00004978535,0.001476894],"genre_scores_gemma":[0.00000194839,0.9862198,0.002679609,0.00004108908,0.0002305113,0.007119616,0.002731536,0.00007666467,0.0008992782],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9019393,"threshold_uncertainty_score":0.9999052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3741439241802871,"score_gpt":0.5579176109901451,"score_spread":0.183773686809858,"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."}}