{"id":"W4407167802","doi":"10.1186/s13690-025-01514-6","title":"Predictors of survival rates among breast cancer patients in Ethiopia: a systematic review and meta-analysis 2024","year":2025,"lang":"en","type":"review","venue":"Archives of Public Health","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Medicine; Breast cancer; Public health; Health services research; Cancer; Oncology; Demography; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002240078,0.0003721555,0.01140292,0.0009881447,0.00003344063,0.00001346953,0.0002901837,0.0001137594,0.00009519466],"category_scores_gemma":[0.0008205697,0.0002380847,0.001505794,0.001902773,0.0001718031,0.00009424688,0.0001519883,0.0004556944,4.632887e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128664,"about_ca_system_score_gemma":0.002252907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005327665,"about_ca_topic_score_gemma":0.001937539,"domain_scores_codex":[0.9946076,0.001649078,0.002323468,0.0004703287,0.0005481992,0.0004013038],"domain_scores_gemma":[0.996489,0.0008946207,0.001592271,0.0005444589,0.0001664516,0.0003132169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000002657224,0.00006945962,0.0143264,0.9380327,0.04015937,0.000001487282,0.000182042,2.204719e-7,1.34596e-9,0.00005650408,0.000116883,0.007052233],"study_design_scores_gemma":[0.0002786535,0.0001537473,0.01806959,0.4082533,0.5706851,0.000005152669,0.00009736548,0.000006864406,1.56245e-8,0.00001081866,0.002223029,0.0002163479],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002545387,0.9944648,0.00002185793,0.001030381,0.0000556442,0.002945038,0.001030271,0.000009338631,0.0004172017],"genre_scores_gemma":[0.0003836723,0.9981503,0.00007322498,0.0003606188,0.00001507615,0.0003802259,0.0001848571,0.00001597154,0.0004360584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5305257,"threshold_uncertainty_score":0.9708812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1621390386381341,"score_gpt":0.4308077258371894,"score_spread":0.2686686871990553,"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."}}