{"id":"W4411094672","doi":"10.1007/s13753-025-00646-1","title":"Beyond Institutional Silos: Rethinking Multilevel Disaster Risk Governance in Africa a Decade into the Sendai Framework Implementation","year":2025,"lang":"en","type":"article","venue":"International Journal of Disaster Risk Science","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Information silo; Corporate governance; Natural hazard; Risk governance; Disaster risk reduction; Business; Environmental planning; Political science; Environmental resource management; Environmental science; Engineering; Geography; Finance","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":[0.03187984,0.0004913201,0.000289533,0.00207287,0.006718409,0.01027007,0.001396271,0.001976015,0.002910379],"category_scores_gemma":[0.02372067,0.0004505786,0.0003377316,0.002109928,0.01800982,0.01293553,0.009728926,0.004374002,0.0002020574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01499229,"about_ca_system_score_gemma":0.02706279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296821,"about_ca_topic_score_gemma":0.02252426,"domain_scores_codex":[0.9916492,0.005208366,0.0003560289,0.0005342354,0.0008967555,0.001355413],"domain_scores_gemma":[0.983627,0.0106357,0.00141598,0.001319301,0.001905437,0.001096542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005719668,0.00009255631,0.01092209,0.0008149878,0.00002549874,0.001467848,0.4863052,0.001242523,0.00218996,0.3505805,0.004194784,0.1421067],"study_design_scores_gemma":[0.00001995478,0.0001904568,0.01252333,0.005010308,0.00004536983,0.0003319953,0.6039164,0.001397826,0.00246696,0.06587628,0.3081408,0.00008036424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7262385,0.01439318,0.04557912,0.09692598,0.001169943,0.0008356282,0.0001499774,0.000129309,0.1145783],"genre_scores_gemma":[0.9829115,0.002510743,0.00981914,0.001583729,0.00005501011,0.0001803066,0.00003615922,0.00003869533,0.002864694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03187984,"threshold_uncertainty_score":0.1685987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014076167909787,"score_gpt":0.354116202245029,"score_spread":0.340040034335242,"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."}}