{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003629219,0.00005891942,0.0001167702,0.00005560077,0.0001256457,0.00001271024,0.0001135136,0.00004378469,0.0001558365],"category_scores_gemma":[0.0007565239,0.00004672204,0.00002973587,0.0002055436,0.0002326232,0.0001134695,0.00004976813,0.0001424962,0.00002007978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008413004,"about_ca_system_score_gemma":0.00004013569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002261445,"about_ca_topic_score_gemma":0.00663462,"domain_scores_codex":[0.9991043,0.0002834641,0.000131938,0.0001601868,0.0001268888,0.0001932777],"domain_scores_gemma":[0.9988739,0.0006553705,0.00002934957,0.0001883741,0.0001735163,0.0000794791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003928594,0.00002124877,0.4251218,0.0001170861,0.000008001702,0.000001305108,0.001197269,0.0000273644,0.000003861964,0.001219446,0.00005760056,0.5721857],"study_design_scores_gemma":[0.0001398229,0.0001588485,0.9640182,0.000006220438,0.00000323508,7.712312e-7,0.002031348,0.0007522947,0.00002039887,0.03079936,0.002021069,0.00004840541],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894835,0.0008417104,0.00001176948,0.008610937,0.00002330251,0.0002694277,0.00002923991,0.00005058258,0.0006795225],"genre_scores_gemma":[0.9987679,0.000981665,0.00009197102,0.000008028973,0.00001471655,0.000006645691,0.00006939639,0.00000141268,0.00005827492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5721373,"threshold_uncertainty_score":0.3702274,"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."}}