{"id":"W4408592380","doi":"10.1038/s41598-025-94428-w","title":"Prevalence of hematological malignancies in Africa: A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Scientific Reports","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Hematologic Neoplasms; MEDLINE; Medicine; Computational biology; Immunology; Biology; Internal medicine; Cancer","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":[0.01331694,0.002772339,0.01733577,0.008822939,0.000869461,0.003319585,0.002006277,0.002089973,0.003264619],"category_scores_gemma":[0.02912919,0.001687384,0.04066374,0.009743163,0.0005960074,0.002005567,0.001614825,0.001690121,0.0002586581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002632881,"about_ca_system_score_gemma":0.004241732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007161324,"about_ca_topic_score_gemma":0.01742736,"domain_scores_codex":[0.9911965,0.003616041,0.002848831,0.0009295205,0.001054593,0.0003545186],"domain_scores_gemma":[0.9829203,0.01235936,0.002542005,0.0005273462,0.00145232,0.0001986292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001180046,0.00002635508,0.006590049,0.4593261,0.5206808,0.0002248323,0.0001147882,0.0005452601,0.0002125959,0.000128066,0.0006926027,0.0102784],"study_design_scores_gemma":[0.0002938446,0.0001473967,0.005495839,0.03676886,0.9548367,0.0001744535,0.00006804245,0.0002234595,0.0001193807,0.000149749,0.001695751,0.00002646847],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004864334,0.9933156,0.0004975398,0.0001654188,0.0001081896,0.0002854283,0.0005629466,0.00002017258,0.0001804096],"genre_scores_gemma":[0.1341785,0.8596299,0.00264446,0.00063542,0.0002212662,0.001400214,0.0009836501,0.000027885,0.0002786946],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01733577,"threshold_uncertainty_score":0.0704276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09658225654326684,"score_gpt":0.3696201371204336,"score_spread":0.2730378805771667,"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."}}