{"id":"W4392291794","doi":"10.18280/ijdne.190123","title":"Public Perception and Resilience to Flooding: An Examination of Vulnerability in Brazzaville, Congo During the 2019 Floods","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Bank Group","keywords":"Flooding (psychology); Flood myth; Typology; Vulnerability (computing); Risk perception; Geography; Environmental planning; Psychological resilience; Socioeconomics; Local government; Overcrowding; Resilience (materials science); Government (linguistics); Business; Perception; Environmental resource management; Political science; Psychology; Environmental science; Sociology; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005939377,0.0001909406,0.0001563293,0.000931352,0.001279838,0.0009949981,0.0002571991,0.0004136342,0.001882551],"category_scores_gemma":[0.001668352,0.000210826,0.0003373766,0.0007596138,0.0006691304,0.0008640824,0.0009463982,0.0005201827,0.0001543722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568082,"about_ca_system_score_gemma":0.0007476403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05565269,"about_ca_topic_score_gemma":0.08259359,"domain_scores_codex":[0.999727,0.00009175899,0.00002302428,0.00002348807,0.00003502126,0.00009970056],"domain_scores_gemma":[0.9992368,0.0001204529,0.0004236143,0.00002567466,0.00006723365,0.0001263168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009734753,0.0001209156,0.9113561,0.0000953041,0.00005053272,0.0009368703,0.07919716,0.000115269,0.001075362,0.000242459,0.0004487162,0.006264043],"study_design_scores_gemma":[0.000001568075,0.00007789363,0.9203568,0.00003609689,0.000009827384,0.000184658,0.07792417,0.0000725694,0.00006954382,0.00003071056,0.001225504,0.00001065421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989034,0.0000833444,0.00002228516,0.0001735793,0.000003259737,0.000007745438,0.00008037857,8.684855e-7,0.0007252145],"genre_scores_gemma":[0.9996569,0.00007635436,0.0000174415,0.00002040018,0.000002613894,0.000008593413,0.00003395871,4.35622e-7,0.0001832782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05565269,"threshold_uncertainty_score":0.1106575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150034963220552,"score_gpt":0.2717824628697734,"score_spread":0.2602821132375678,"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."}}