{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003319862,0.0001746968,0.0002057573,0.0005553415,0.001010057,0.0006630136,0.0002117331,0.0003243932,0.003051049],"category_scores_gemma":[0.00166767,0.0002490105,0.0001968925,0.001294541,0.0006946205,0.000678895,0.0005743303,0.0006131559,0.0003558753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007866364,"about_ca_system_score_gemma":0.0006763612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0521717,"about_ca_topic_score_gemma":0.08000423,"domain_scores_codex":[0.9997924,0.00006883172,0.00001979306,0.00001565954,0.00001982007,0.00008352804],"domain_scores_gemma":[0.9988971,0.000229304,0.0004621802,0.00002115257,0.00006977628,0.000320572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008021943,0.0001684469,0.9890865,0.00001674859,0.00001416403,0.0004879209,0.007430078,0.00005332984,0.0002083621,0.0001443307,0.000188635,0.0021212],"study_design_scores_gemma":[0.000008572701,0.0001049186,0.9583001,0.00002274886,0.00001049789,0.0003321463,0.04047601,0.0001271429,0.00003560253,0.00009495791,0.000481322,0.000005974587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996228,0.00002898329,0.000008827787,0.0000840371,0.000001182876,0.000002705297,0.00003579702,3.275919e-7,0.000215276],"genre_scores_gemma":[0.9997123,0.00005394102,0.00001409303,0.00001818917,0.000001749929,0.000004272263,0.00002544269,3.520952e-7,0.0001695837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0521717,"threshold_uncertainty_score":0.103736,"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."}}