{"id":"W7083007188","doi":"10.1016/j.wace.2025.100805","title":"Advancing global hindcast of extreme sea levels: Insights from a 65-year study","year":2025,"lang":"en","type":"article","venue":"Weather and Climate Extremes","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Hindcast; Extratropical cyclone; Storm; Flood myth; Sea level; Extreme weather; Tropical cyclone; Global change","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":[0.001236794,0.0002843897,0.0002151103,0.0005895307,0.0001608317,0.0007133349,0.0002685509,0.0003937857,0.0006418166],"category_scores_gemma":[0.001456208,0.0001140808,0.0003360198,0.0008333768,0.0002014818,0.0006485034,0.0006050345,0.000337667,0.0001073253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003482121,"about_ca_system_score_gemma":0.0004083464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02967208,"about_ca_topic_score_gemma":0.04779163,"domain_scores_codex":[0.9998537,0.00004136639,0.00001331843,0.00003793944,0.00002719578,0.0000263908],"domain_scores_gemma":[0.999395,0.0001706979,0.00009197747,0.0001227627,0.0001234164,0.00009616275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005425566,0.0003229215,0.745191,0.0001276354,0.0003907373,0.0006626269,0.0007952274,0.1697075,0.007141955,0.003096568,0.005435305,0.06658605],"study_design_scores_gemma":[0.0000588085,0.0002917551,0.7714384,0.00006798693,0.0001797921,0.0001142297,0.0008374311,0.2105241,0.002797078,0.001103688,0.01253374,0.00005299793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938219,0.0001710994,0.001815032,0.0002346562,0.00003530708,0.00001101823,0.00240498,0.00005342361,0.001452608],"genre_scores_gemma":[0.9945023,0.0001500306,0.001935534,0.00003932689,0.0000228568,0.000007460494,0.003045078,0.00002094817,0.0002764957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02967208,"threshold_uncertainty_score":0.05899876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168467509225955,"score_gpt":0.2540892358239159,"score_spread":0.2324045607316564,"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."}}