{"id":"W2075235489","doi":"10.1007/s11069-015-1624-y","title":"Geophysical, socio-demographic characteristics and perception of flood vulnerability in Accra, Ghana","year":2015,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Vulnerability (computing); Natural hazard; Flood myth; Geography; Perception; Vulnerability assessment; Risk perception; Environmental planning; Environmental resource management; Socioeconomics; Psychology; Environmental science; Social psychology; Sociology; Computer security; Computer science; Psychological resilience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003446467,0.0001118604,0.0001753431,0.00004369008,0.00004039757,0.00001746035,0.000125529,0.00006330987,0.00009194923],"category_scores_gemma":[0.00003436875,0.00009305528,0.00004353665,0.0002052214,0.0001824223,0.0002223989,0.0001897057,0.0001887684,0.00002950382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001093932,"about_ca_system_score_gemma":0.00001050558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005729071,"about_ca_topic_score_gemma":0.0001789763,"domain_scores_codex":[0.9990095,0.00006364324,0.0001885544,0.0002388208,0.000321069,0.0001783814],"domain_scores_gemma":[0.9996725,0.0000183849,0.00006389711,0.0001597816,0.00001374063,0.0000716477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008095986,0.0004850373,0.8222476,0.00005159897,0.00002317094,0.000006230476,0.00141526,0.00003045913,0.007627976,0.000320203,0.002463768,0.1652478],"study_design_scores_gemma":[0.0004664546,0.0001103279,0.9933044,0.000008531471,0.00001746759,5.708978e-7,0.000536351,0.004028841,0.00007006619,0.0009301978,0.0003994576,0.0001273495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984192,0.00004207459,0.00002658379,0.0002411461,0.0001697799,0.0001816211,0.00000505491,0.00002034672,0.0008941577],"genre_scores_gemma":[0.9988884,0.00003581839,0.0007662854,0.00006377932,0.000041985,0.000008905388,0.00001417906,0.000006476151,0.0001741681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1710568,"threshold_uncertainty_score":0.3794684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066155152383519,"score_gpt":0.2592046706290964,"score_spread":0.2485431191052612,"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."}}