{"id":"W4411631617","doi":"10.62694/efh.2025.236","title":"Assessing and enhancing health stakeholders’ impact on people’s health using a social accountability conceptual framework","year":2025,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Accountability; Conceptual framework; Business; Conceptual model; Social accounting; Public relations; Process management; Sociology; Psychology; Political science; Computer science; Accounting; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003955807,0.0002847338,0.0007975778,0.0003439465,0.001966716,0.0003712235,0.0001634705,0.000152459,0.00005163504],"category_scores_gemma":[0.0008635352,0.0002677195,0.0001212628,0.0007109478,0.0001113002,0.0006605439,0.0000774928,0.0003811358,0.000009096007],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001733989,"about_ca_system_score_gemma":0.00653952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08991824,"about_ca_topic_score_gemma":0.001728142,"domain_scores_codex":[0.9968784,0.0001999143,0.001019495,0.0005508716,0.0001941567,0.001157161],"domain_scores_gemma":[0.9978854,0.0004735481,0.001003032,0.0002662211,0.0002344311,0.0001373409],"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":[0.0000982713,0.000504463,0.01423589,0.004038188,0.00004311193,3.767471e-8,0.004748231,0.0003638509,0.000002004565,0.2868072,0.628616,0.0605427],"study_design_scores_gemma":[0.001078913,0.0002521131,0.2555561,0.001209338,0.00002127439,0.000003018513,0.04773703,0.005703401,4.272398e-7,0.02046061,0.6674464,0.0005314299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4785917,0.001084286,0.01637267,0.4985913,0.002702024,0.001753626,0.00003657111,0.0001524849,0.0007153295],"genre_scores_gemma":[0.749509,0.00004794834,0.001721776,0.2469466,0.001575781,0.00005458047,0.00009920466,0.00002323368,0.00002186224],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2709174,"threshold_uncertainty_score":0.9999775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489764539760284,"score_gpt":0.4783469719807706,"score_spread":0.3293705180047423,"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."}}