{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006663075,0.0008000512,0.001259254,0.002491091,0.0003781702,0.001120139,0.0008661675,0.00152751,0.006972457],"category_scores_gemma":[0.002032578,0.0002703624,0.0006528682,0.002668813,0.000380009,0.001670101,0.0007615185,0.001875672,0.002376301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008621985,"about_ca_system_score_gemma":0.00175717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885938,"about_ca_topic_score_gemma":0.004398641,"domain_scores_codex":[0.9997405,0.00006029818,0.00005562674,0.00003768793,0.00008530535,0.00002047563],"domain_scores_gemma":[0.9990948,0.0004971382,0.0001207218,0.00001570553,0.0002139199,0.00005768503],"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":[0.00004655861,0.0000471835,0.0001564679,0.0324006,0.00007311199,0.0001704746,0.0001031766,0.0001924763,0.0002937595,0.001494812,0.09133603,0.8736854],"study_design_scores_gemma":[0.00002076583,0.00005772572,0.0009133846,0.03068688,0.0001770124,0.001367594,0.0001120965,0.00005775183,0.00005647122,0.001477308,0.965055,0.00001799493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004647021,0.9979841,0.00006623755,0.000842218,0.0003904687,0.000005607465,0.00001930135,0.000006011849,0.0006395908],"genre_scores_gemma":[0.0002284697,0.9985103,0.0001536952,0.0005498926,0.0002590669,0.000006341843,0.00002583939,0.000001386256,0.0002650924],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006972457,"threshold_uncertainty_score":0.0233252,"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."}}