{"id":"W4408304823","doi":"10.1186/s12939-025-02436-z","title":"Addressing health equity during design and implementation of health system reform initiatives: a scoping review and framework","year":2025,"lang":"en","type":"review","venue":"International Journal for Equity in Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Health equity; Health policy; Equity (law); Public economics; Population health; Public health; Thematic analysis; Public relations; Political science; Medicine; Sociology; Economics; Nursing; Qualitative research; 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":[0.1422655,0.00287199,0.005455432,0.04369918,0.005058268,0.01573251,0.004641004,0.007626008,0.003206768],"category_scores_gemma":[0.2333045,0.002171218,0.006255901,0.04028197,0.007780769,0.01673211,0.01080698,0.004863003,0.0006839597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02934751,"about_ca_system_score_gemma":0.1300682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02226953,"about_ca_topic_score_gemma":0.03647115,"domain_scores_codex":[0.8905646,0.06223044,0.02593547,0.003699407,0.01446325,0.003106865],"domain_scores_gemma":[0.7303058,0.2215873,0.01583089,0.003553687,0.02691274,0.001809606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001111124,0.0001272202,0.002494049,0.5528517,0.001406888,0.0004056923,0.01868752,0.00183151,0.0004578816,0.05028059,0.01184181,0.3595041],"study_design_scores_gemma":[0.00004193077,0.00008108538,0.001425412,0.9190336,0.001658488,0.0001821355,0.007200119,0.0004788509,0.0003094829,0.009620023,0.05991176,0.00005710202],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002108175,0.9643301,0.008198973,0.01382209,0.0009985641,0.004013075,0.000272692,0.00003954568,0.006216887],"genre_scores_gemma":[0.03113613,0.9350526,0.02188395,0.002940912,0.0003904811,0.007542462,0.0003802749,0.00002311183,0.0006501345],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1422655,"threshold_uncertainty_score":0.7523808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2981689906784473,"score_gpt":0.6062481572583874,"score_spread":0.3080791665799402,"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."}}