{"id":"W7105808634","doi":"10.1007/978-3-032-02432-9_12","title":"Conclusion: The Future of Social Policy Reform in Africa","year":2025,"lang":"en","type":"book-chapter","venue":"Global dynamics of social policy","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; Canadian Institutes of Health Research","funders":"","keywords":"Context (archaeology); Scholarship; Social policy; Politics; Social reform","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":[0.005567042,0.0005158992,0.0004218328,0.001279925,0.003896673,0.007191776,0.0006645518,0.003697128,0.01072949],"category_scores_gemma":[0.007364466,0.0001387331,0.0003283215,0.001442946,0.01048244,0.00950055,0.002887918,0.005112723,0.0008971948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007603965,"about_ca_system_score_gemma":0.01214961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004490241,"about_ca_topic_score_gemma":0.003917597,"domain_scores_codex":[0.9963714,0.002525969,0.00005464518,0.0001403087,0.0003504441,0.0005573086],"domain_scores_gemma":[0.9976975,0.001628043,0.0001140324,0.00009177974,0.0002761706,0.0001923849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009725614,0.000009537795,0.00006580451,0.0001397543,0.000002501282,0.00005059602,0.001791911,0.0004213335,0.0000426482,0.9646513,0.0200952,0.01271962],"study_design_scores_gemma":[0.00001127998,0.00001482961,0.0002111951,0.001312609,0.000004670163,0.00003545316,0.005559199,0.0003812669,0.0001487066,0.4776734,0.5146392,0.00000809219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005365747,0.07981549,0.003418477,0.663898,0.003505437,0.00004099341,0.00005011928,0.00003583517,0.2438699],"genre_scores_gemma":[0.6875293,0.1043678,0.005721744,0.08044411,0.005938774,0.0003451426,0.00008762532,0.0000721194,0.1154933],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01072949,"threshold_uncertainty_score":0.05517083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008261054300914958,"score_gpt":0.2924920727277211,"score_spread":0.2842310184268061,"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."}}