{"id":"W4409507420","doi":"10.1186/s12913-025-12625-9","title":"Challenges to the performance of the regional health departments in Mauritania: a qualitative study","year":2025,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Belgisch Ontwikkelingsagentschap; European Commission","keywords":"Qualitative research; Thematic analysis; CLARITY; Health administration; Health informatics; Focus group; Health services research; Public relations; Conceptual framework; Medicine; Process management; Public health; Knowledge management; Business; Nursing; Political science; Sociology; Marketing; Computer science; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006153543,0.0004185267,0.0005079294,0.001479416,0.007408644,0.003671858,0.001586553,0.001246954,0.0025913],"category_scores_gemma":[0.008648944,0.0004912869,0.0003116124,0.002205294,0.004884117,0.00191646,0.003425918,0.001286452,0.0002367235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01045057,"about_ca_system_score_gemma":0.005510695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.029089,"about_ca_topic_score_gemma":0.03928443,"domain_scores_codex":[0.9941989,0.003783847,0.0002044661,0.0003039708,0.0003510053,0.00115779],"domain_scores_gemma":[0.9939468,0.003605539,0.0008942922,0.0001842855,0.0005900331,0.0007789194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002279374,0.00004771396,0.01325111,0.0002110041,0.000009622903,0.001876732,0.9780304,0.00005893394,0.001004788,0.001036775,0.0002838817,0.004166211],"study_design_scores_gemma":[0.000001140122,0.00003797691,0.008258375,0.00009326531,0.000004137974,0.0001959122,0.9870343,0.00004599135,0.0001636119,0.00004166376,0.004117652,0.000006020498],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953408,0.0006783143,0.0002333951,0.001170548,0.00001487946,0.00007928428,0.00004867019,0.000003812249,0.002430424],"genre_scores_gemma":[0.9973674,0.0007323589,0.0002766013,0.0002031043,0.000007642971,0.00009260532,0.00002612484,0.000004117411,0.001290179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.029089,"threshold_uncertainty_score":0.07582456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236458153412356,"score_gpt":0.5125036673398938,"score_spread":0.3888578519986582,"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."}}