{"id":"W4400293649","doi":"10.7196/samj.2024.v114i7.1597","title":"Death trends for 2010 - 2022 for members of a large private medical scheme in South Africa","year":2024,"lang":"en","type":"article","venue":"South African Medical Journal","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Medicine; Demography; Cause of death; Mortality rate; Pandemic; Population; Disease; Gerontology; Coronavirus disease 2019 (COVID-19); Environmental health; Infectious disease (medical specialty); Pathology; Internal medicine","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004633573,0.0003051661,0.0008974332,0.0009479114,0.0001462828,0.00004404068,0.0003912878,0.0005083702,0.003182239],"category_scores_gemma":[0.008754307,0.0002248928,0.0005407307,0.0008997731,0.0001973682,0.00009267366,0.0001014443,0.001684818,0.00001096779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003119521,"about_ca_system_score_gemma":0.004626764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001595494,"about_ca_topic_score_gemma":0.00004276583,"domain_scores_codex":[0.994761,0.0001210125,0.001196521,0.0004656376,0.002260877,0.001194968],"domain_scores_gemma":[0.9958027,0.000899989,0.0002336413,0.0002935713,0.0001979635,0.002572106],"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":[0.0192751,0.004777222,0.1250834,0.01778482,0.003674586,0.01085344,0.2417808,0.00001115179,0.001192112,0.04080015,0.2058331,0.328934],"study_design_scores_gemma":[0.02921903,0.005523209,0.01387102,0.007202725,0.0008719872,0.00139044,0.009880262,0.02716309,0.0001773614,0.004254546,0.8993522,0.001094156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5741041,0.01672608,0.1311928,0.258616,0.007981792,0.00398234,0.002178455,0.0005838001,0.004634629],"genre_scores_gemma":[0.9916728,0.0001033734,0.003021585,0.002132396,0.001818705,0.00008735116,0.00004134948,0.00007579432,0.001046628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6935191,"threshold_uncertainty_score":0.9995954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05880894629997036,"score_gpt":0.3920312565448602,"score_spread":0.3332223102448899,"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."}}