{"id":"W4312061497","doi":"10.1038/s43247-022-00654-9","title":"Global ocean wave fields show consistent regional trends between 1980 and 2014 in a multi-product ensemble","year":2022,"lang":"en","type":"article","venue":"Communications Earth & Environment","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Wyoming-Montana Water Science Center; Division of Ocean Sciences; Joint Research Centre; U.S. Geological Survey; European Commission; European Centre for Medium-Range Weather Forecasts; University of Central Florida; Sight Research UK; National Aeronautics and Space Administration; European Space Agency; Natural Environment Research Council; Russian Academy of Sciences; Commonwealth Scientific and Industrial Research Organisation; Australian Government; Institut Français de Recherche pour l'Exploitation de la Mer","keywords":"Climatology; Southern Hemisphere; Northern Hemisphere; Product (mathematics); Significant wave height; Magnitude (astronomy); Environmental science; Satellite; Geography; Wind wave; Meteorology; Geology; Mathematics; Oceanography; Physics","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":[0.0009058137,0.0002830591,0.0002215851,0.0008680472,0.0001470106,0.0007110338,0.000216486,0.0001701759,0.0006137646],"category_scores_gemma":[0.002166567,0.0001433365,0.0004619505,0.001136648,0.0001851205,0.0007929059,0.0005655524,0.0002905858,0.0002633935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002868587,"about_ca_system_score_gemma":0.0003483495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01997634,"about_ca_topic_score_gemma":0.02659426,"domain_scores_codex":[0.9997347,0.00003417729,0.00002332623,0.00009919185,0.00007115955,0.00003743246],"domain_scores_gemma":[0.998987,0.0001557405,0.0002603123,0.0001594966,0.0003687124,0.00006872232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001530178,0.00005962568,0.9393715,0.00004331255,0.0004175443,0.00005467883,0.0001223074,0.0120943,0.00328942,0.0002249868,0.004508208,0.03966119],"study_design_scores_gemma":[0.000006186479,0.00002413872,0.9796316,0.00001181752,0.00006765354,0.00002421185,0.00009428545,0.01791179,0.0006187639,0.0001258538,0.001471208,0.00001250517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922214,0.0001260477,0.002199282,0.0001127747,0.00002602313,0.000007690663,0.004123858,0.0001234001,0.001059609],"genre_scores_gemma":[0.9878603,0.00008253683,0.001636695,0.00001855071,0.00001635005,0.000009628643,0.009997354,0.00002539213,0.0003531206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01997634,"threshold_uncertainty_score":0.03972012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05818564827528037,"score_gpt":0.240153164122471,"score_spread":0.1819675158471906,"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."}}