{"id":"W4408484366","doi":"10.1080/13549839.2025.2477026","title":"Community perceptions on institutional gaps in flood disaster preparedness and management in Mepe community, Ghana","year":2025,"lang":"en","type":"article","venue":"Local Environment","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Preparedness; Flood myth; Emergency management; Environmental planning; Community resilience; Disaster preparedness; Perception; Political science; Business; Environmental resource management; Geography; Psychology; Environmental 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":[0.002694425,0.0001767062,0.0002098275,0.000711938,0.003189779,0.001867407,0.0003472147,0.0005433681,0.004187259],"category_scores_gemma":[0.007807606,0.0002066858,0.0001010068,0.0007831995,0.003222954,0.00179591,0.002849603,0.0006549047,0.00009976712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002363469,"about_ca_system_score_gemma":0.00314362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01739197,"about_ca_topic_score_gemma":0.03172192,"domain_scores_codex":[0.9984046,0.0009181112,0.00006934329,0.0000734263,0.0001413051,0.000393306],"domain_scores_gemma":[0.993386,0.002504036,0.001882762,0.0001419686,0.0004630336,0.001622225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001628919,0.0002484321,0.3036726,0.0002220804,0.00002316887,0.002505446,0.6636224,0.0002529569,0.001337172,0.004295565,0.001237328,0.02241998],"study_design_scores_gemma":[0.000009796465,0.0000904486,0.1118442,0.0001195893,0.000006361497,0.0001759447,0.88349,0.0001618485,0.00007972293,0.00061581,0.003395451,0.00001081019],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976252,0.00009060535,0.00005248713,0.0007834631,0.00000410772,0.00001279664,0.000009688443,9.738526e-7,0.001420737],"genre_scores_gemma":[0.999796,0.0000545946,0.00002215004,0.00003578247,0.000001266073,0.000005401521,0.000003693972,4.475245e-7,0.00008073531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01739197,"threshold_uncertainty_score":0.03458148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683653268268594,"score_gpt":0.2872254209589106,"score_spread":0.2703888882762247,"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."}}