{"id":"W4412407202","doi":"10.1007/s11069-025-07504-9","title":"Short-term natural disaster impacts on transportation infrastructure: a systematic review","year":2025,"lang":"en","type":"review","venue":"Natural Hazards","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Natural hazard; Term (time); Natural disaster; Natural (archaeology); Transportation infrastructure; Environmental planning; Environmental resource management; Business; Environmental science; Risk analysis (engineering); Engineering; Transport engineering; Geography; 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":[0.004315122,0.001316797,0.004466138,0.00852976,0.0004240533,0.002181815,0.001508141,0.001648284,0.004746024],"category_scores_gemma":[0.02139732,0.0007720175,0.006059423,0.01110153,0.000665213,0.002071103,0.001751953,0.001078966,0.0003473498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001987703,"about_ca_system_score_gemma":0.009781239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01199614,"about_ca_topic_score_gemma":0.04611119,"domain_scores_codex":[0.9972233,0.0006211189,0.001115524,0.0003246431,0.0005924791,0.0001230019],"domain_scores_gemma":[0.9866402,0.009499715,0.00244695,0.0001883327,0.001026131,0.0001988374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001193671,0.00002043019,0.001367995,0.9313474,0.009551783,0.0001274369,0.0002028028,0.0001520224,0.0001296827,0.0002227176,0.002506015,0.05425241],"study_design_scores_gemma":[0.0001676983,0.0001852957,0.01033463,0.8569145,0.09355735,0.0005148868,0.0006518899,0.000099946,0.0001711453,0.0006964906,0.03663461,0.00007167008],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008239772,0.998042,0.0001160271,0.0001336404,0.00008362102,0.00009204252,0.0005321148,0.000004858677,0.000171678],"genre_scores_gemma":[0.006816471,0.9923529,0.0002439776,0.0002192411,0.0000375576,0.00009074013,0.0001658933,0.000002213933,0.00007097573],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01199614,"threshold_uncertainty_score":0.02385265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007316471201359431,"score_gpt":0.2907468388796445,"score_spread":0.2834303676782851,"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."}}