{"id":"W4389565787","doi":"10.3390/su152416693","title":"Effective Communication of Coastal Flood Warnings: Challenges and Recommendations","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; University of Prince Edward Island","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Flooding (psychology); Flood myth; Sustainability; Environmental planning; Coastal flood; Environmental resource management; Social media; Climate change; Business; Sustainable development; Risk analysis (engineering); Environmental science; Geography; Computer science; Political science; Sea level rise","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01569844,0.001007187,0.001675154,0.002827585,0.001729382,0.00639094,0.002603973,0.005475854,0.01430929],"category_scores_gemma":[0.04675591,0.000444681,0.001361545,0.002478708,0.001837652,0.01165501,0.002791419,0.005582175,0.002846302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002890001,"about_ca_system_score_gemma":0.02971497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01498648,"about_ca_topic_score_gemma":0.02166419,"domain_scores_codex":[0.9909329,0.005261003,0.0009316914,0.0006297995,0.001573458,0.0006711067],"domain_scores_gemma":[0.9308095,0.04439864,0.002206291,0.001150227,0.01791368,0.0035217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001343884,0.000354566,0.003473168,0.04524252,0.000208309,0.0005066166,0.004590602,0.0008392535,0.0007398308,0.01725898,0.1540323,0.7726195],"study_design_scores_gemma":[0.0001059468,0.0002897396,0.00756514,0.1634851,0.0005659174,0.0007940774,0.03264899,0.001789991,0.0007385763,0.03454687,0.7572961,0.0001735065],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004504121,0.5417729,0.007099173,0.4235479,0.00656089,0.0005240439,0.0006962683,0.0002088002,0.01508607],"genre_scores_gemma":[0.05997689,0.8427327,0.03356194,0.05043298,0.004379425,0.001649147,0.0006595103,0.00006151925,0.006545908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01569844,"threshold_uncertainty_score":0.08302224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715847903480786,"score_gpt":0.2800507907082784,"score_spread":0.2628923116734705,"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."}}