{"id":"W4206353561","doi":"10.1007/s11069-021-05145-2","title":"Changes in social vulnerability to flooding: a quasi-experimental analysis","year":2022,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flood myth; Social vulnerability; Vulnerability (computing); Natural hazard; Hazard; Geography; Flooding (psychology); Vulnerability assessment; Socioeconomics; Sociology; Psychological resilience; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00877341,0.001185066,0.001656831,0.0008127282,0.001961138,0.001237956,0.001925811,0.001364812,0.01322127],"category_scores_gemma":[0.01115792,0.001181981,0.00154553,0.0006163815,0.004369054,0.002042995,0.001274667,0.00246416,0.001191401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002019225,"about_ca_system_score_gemma":0.002516809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006259311,"about_ca_topic_score_gemma":0.005868631,"domain_scores_codex":[0.9925342,0.00424305,0.0003203997,0.001224497,0.0006075877,0.00107036],"domain_scores_gemma":[0.9848893,0.009691034,0.001438485,0.002543691,0.0006460671,0.0007914066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.2973754,0.5817326,0.03346108,0.0005881945,0.0005793328,0.0003626605,0.007037232,0.003210373,0.04490677,0.004171391,0.001557874,0.025017],"study_design_scores_gemma":[0.02982338,0.8100998,0.1276104,0.00005342608,0.0006276431,0.00010219,0.003861636,0.009496073,0.01173834,0.003593459,0.002802229,0.0001914912],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964578,0.00001414947,0.0008502034,0.00004515614,0.00005370428,0.001693233,0.0002204733,0.00001890577,0.0006464769],"genre_scores_gemma":[0.9683992,0.0000419381,0.004410586,0.0001259919,0.0001018387,0.0192368,0.0004195126,0.00002199809,0.007242137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01322127,"threshold_uncertainty_score":0.04639882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260088274264525,"score_gpt":0.2982645820460176,"score_spread":0.2856636993033724,"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."}}