{"id":"W2057342538","doi":"10.1007/s11069-015-1639-4","title":"A serious flooding event in Nigeria in 2012 with specific focus on Benue State: a brief review","year":2015,"lang":"en","type":"review","venue":"Natural Hazards","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Flooding (psychology); Flood myth; Vulnerability (computing); Natural hazard; Geography; Social vulnerability; Resilience (materials science); Event (particle physics); Water resource management; Environmental planning; Psychological resilience; Environmental science; Computer security; Archaeology; Psychology; Social psychology; Computer science; Meteorology","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":[0.0006370355,0.0006898873,0.001007433,0.003456438,0.0004254932,0.001278377,0.000517522,0.001049127,0.002072641],"category_scores_gemma":[0.001563859,0.0003375219,0.0006159522,0.003019195,0.0004065239,0.001061855,0.0007560199,0.0008611119,0.0001810072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007225014,"about_ca_system_score_gemma":0.005342564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008893289,"about_ca_topic_score_gemma":0.03769605,"domain_scores_codex":[0.9997353,0.00004032705,0.0001010334,0.00003960035,0.00005956645,0.00002407985],"domain_scores_gemma":[0.9991089,0.0004035488,0.0003212564,0.000007072,0.0001164881,0.00004279866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001541911,0.0001370698,0.00748674,0.1869747,0.0004780988,0.001731209,0.001145597,0.0006814869,0.0009910394,0.001866045,0.02105283,0.7773009],"study_design_scores_gemma":[0.00003917191,0.0005049336,0.0358559,0.1466867,0.002936109,0.00738474,0.004975114,0.0003251882,0.0007779989,0.001582845,0.7988023,0.0001290227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008391666,0.9978371,0.00004082173,0.0004522647,0.0002012311,0.00001202736,0.00006721455,0.000002786133,0.000547311],"genre_scores_gemma":[0.003175314,0.9962875,0.00009083739,0.0001691845,0.0001133323,0.000005519513,0.00003168271,5.427258e-7,0.0001262381],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008893289,"threshold_uncertainty_score":0.01768303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756345199450175,"score_gpt":0.3074786413705276,"score_spread":0.2899151893760258,"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."}}