{"id":"W4307868257","doi":"10.4314/gmj.v56i3s.1","title":"Leading health systems change through research from within West and Central African experiences","year":2022,"lang":"en","type":"editorial","venue":"Ghana Medical Journal","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"International Development Research Centre","keywords":"Psychological intervention; Context (archaeology); Intervention (counseling); Healthcare system; Medicine; Rutter; Health policy; Public relations; Public health; Economic growth; Health care; Political science; Nursing; Psychology; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003356084,0.0003539397,0.0012098,0.0002220102,0.001066391,0.0002135081,0.0005882437,0.0006205126,0.00191453],"category_scores_gemma":[0.001520661,0.0002583276,0.0001244859,0.000350625,0.0004311811,0.0001646721,0.0003327674,0.00701062,0.00002655431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124194,"about_ca_system_score_gemma":0.003959049,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01947308,"about_ca_topic_score_gemma":0.0002865369,"domain_scores_codex":[0.9888125,0.001081684,0.001067933,0.0006233547,0.007073203,0.001341297],"domain_scores_gemma":[0.9958369,0.0006506635,0.0005207689,0.0002806975,0.0002538196,0.002457175],"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":[0.0002805883,0.0001241981,0.0004779616,0.0005050985,0.0001129524,0.001585115,0.0261085,1.767508e-7,9.730259e-7,0.0001022326,0.9690498,0.00165248],"study_design_scores_gemma":[0.001429794,0.001455825,0.00047887,0.003706342,0.00004884694,0.00102938,0.05606726,0.00004026769,0.000001074927,0.0001450336,0.9353601,0.000237224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.03889611,0.03688334,0.00002460249,0.02312117,0.8989294,0.0007315322,0.0002175929,0.00006398222,0.001132238],"genre_scores_gemma":[0.08236717,0.01042722,0.00009087748,0.001950093,0.9044259,0.00009009174,0.0001798666,0.0000578045,0.0004109683],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04347106,"threshold_uncertainty_score":0.9999869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08585783087806823,"score_gpt":0.4077798491853261,"score_spread":0.3219220183072579,"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."}}