{"id":"W4285005238","doi":"10.1186/s13690-022-00918-y","title":"Burden of female breast cancer in the Middle East and North Africa region, 1990–2019","year":2022,"lang":"en","type":"article","venue":"Archives of Public Health","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Shahid Beheshti University of Medical Sciences; Institute for Health Metrics and Evaluation","keywords":"Middle East; Breast cancer; Medicine; Public health; Cancer; Demography; Gynecology; Geography; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005432053,0.00007878779,0.0002647998,0.0001273815,0.0001112318,0.000006465759,0.0002077731,0.00001130544,0.00004743863],"category_scores_gemma":[0.00004244411,0.00005919665,0.00004770424,0.0003985204,0.0001460883,0.00006429505,0.0001196065,0.0002180106,3.407962e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004790085,"about_ca_system_score_gemma":0.0007000972,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01188701,"about_ca_topic_score_gemma":0.0009801845,"domain_scores_codex":[0.998609,0.0002419238,0.0003112572,0.0001784092,0.0003467261,0.000312673],"domain_scores_gemma":[0.9992937,0.0001025543,0.0001787925,0.0002529293,0.00002935754,0.0001426783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002914469,0.0002415017,0.6512984,0.000509413,0.00005701381,0.00003110045,0.1850933,0.0001865744,0.00006127609,0.002567408,0.004107868,0.1555547],"study_design_scores_gemma":[0.0009098201,0.000533336,0.9368263,0.0001643991,0.00001106137,0.0002111852,0.04148804,0.0003819687,9.741159e-7,0.0001940345,0.01919889,0.00008000902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522497,0.003600484,0.00005928643,0.04059774,0.0000406045,0.000344687,0.0001712928,0.000009384729,0.002926788],"genre_scores_gemma":[0.9982253,0.0005328983,0.0001640755,0.0008261607,0.00006615455,0.00003444682,0.00001784501,0.000007189547,0.0001258981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2855279,"threshold_uncertainty_score":0.9946929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2062533573491888,"score_gpt":0.3289724134706662,"score_spread":0.1227190561214774,"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."}}