{"id":"W4388441095","doi":"10.7196/samj.2023.v113i11.1653","title":"Special series on the District Health System","year":2023,"lang":"en","type":"editorial","venue":"South African Medical Journal","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes","funders":"Medical Research Council","keywords":"Series (stratigraphy); History; Geography; Geology; Paleontology","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","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.01295365,0.0004676895,0.001042794,0.0003470273,0.004818657,0.0001180414,0.00137543,0.001577172,0.002300105],"category_scores_gemma":[0.03196635,0.0002739062,0.0002812504,0.0008705334,0.0002885264,0.0000844735,0.0002573308,0.01231816,0.00299458],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003264942,"about_ca_system_score_gemma":0.03414789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017122,"about_ca_topic_score_gemma":0.000271663,"domain_scores_codex":[0.9866684,0.003826144,0.002139775,0.0004604487,0.00469415,0.002211085],"domain_scores_gemma":[0.984129,0.0096613,0.002108993,0.0006873279,0.0006067693,0.002806686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007805278,0.00003010743,0.00002228124,0.0006027962,0.00005462663,0.00003489651,0.01444446,3.43333e-7,4.415384e-9,0.002185076,0.978961,0.00358638],"study_design_scores_gemma":[0.0004336836,0.0002611805,0.0002168522,0.00231921,0.00002322197,0.00001009843,0.06611433,0.000006792775,6.16471e-9,0.0001059831,0.9303024,0.0002062195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007113611,0.00007468789,0.00003373619,0.1253525,0.846155,0.0006155465,0.0007030552,0.0001920622,0.02680225],"genre_scores_gemma":[0.0002799706,0.0005855762,0.0000109221,0.003471324,0.9846136,0.0001863551,0.0001987206,0.000120091,0.01053342],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1384585,"threshold_uncertainty_score":0.9999713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04919807128444159,"score_gpt":0.4209187483025328,"score_spread":0.3717206770180912,"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."}}