{"id":"W1863393092","doi":"10.1002/grl.50191","title":"Arctic climate warming and sea ice declines lead to increased storm surge activity","year":2013,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Brock University; Aboriginal Affairs Northern Dev Canada; Carleton University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Aboriginal Affairs and Northern Development Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Storm surge; Environmental science; Climate change; Global warming; Arctic; Storm; Surge; Climatology; Coastal flood; Sea ice; Lead (geology); Arctic ice pack; Oceanography; Geology; Sea level rise; Geography; Meteorology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007710661,0.0001817979,0.000241697,0.0001487039,0.0005123872,0.0001883328,0.0002729612,0.00005595646,0.000391059],"category_scores_gemma":[0.0004990319,0.0001483387,0.00006702144,0.0004329293,0.0003368983,0.0004975282,0.000114242,0.0005529962,0.001610307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002524539,"about_ca_system_score_gemma":0.00005456264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07288465,"about_ca_topic_score_gemma":0.001636671,"domain_scores_codex":[0.9972384,0.0002970341,0.000165105,0.0004596327,0.0007505867,0.001089229],"domain_scores_gemma":[0.9973679,0.001670471,0.00003701504,0.0002724625,0.000131771,0.0005204271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002421864,0.00009088806,0.8740695,0.0001832374,0.00004381646,0.00006942017,0.00060669,0.00008639388,0.01149854,0.00007419779,0.002215473,0.1108197],"study_design_scores_gemma":[0.0002391102,0.0001412593,0.9839392,0.00004396887,0.000008622016,0.000007438042,0.0002412868,0.01392757,0.0001255675,0.0003291676,0.0007718952,0.0002249647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883403,0.00001245027,0.0001390729,0.01069897,0.0001011888,0.0003752559,0.00002930089,0.00004119466,0.0002623007],"genre_scores_gemma":[0.9966398,0.00004182145,0.0006504491,0.002230814,0.0003028346,0.0000114635,0.00003234331,0.000009002056,0.00008140034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1105947,"threshold_uncertainty_score":0.999167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904585504249926,"score_gpt":0.2820799239133132,"score_spread":0.2530340688708139,"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."}}