{"id":"W2395026888","doi":"10.5194/essd-8-383-2016","title":"A multi-decade record of high-quality <i>f</i> CO <sub>2</sub> data in version 3 of the Surface Ocean CO <sub>2</sub> Atlas (SOCAT)","year":2016,"lang":"en","type":"article","venue":"Earth system science data","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":713,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NOAA Pacific Marine Environmental Laboratory; NOAA's Atlantic Oceanographic and Meteorological Laboratory; Oak Ridge National Laboratory; Ocean Acidification Program; Climate Program Office; Antarctic Climate and Ecosystems Cooperative Research Centre; Norges Forskningsråd; Natural Environment Research Council; Hakai Institute; Bjerknessenteret for klimaforskning, Universitetet i Bergen; University of East Anglia; U.S. Geological Survey; National Oceanography Centre; Vetenskapsrådet; Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research; Universitetet i Bergen; Bundesministerium für Bildung und Forschung; Seventh Framework Programme; Svenska Forskningsrådet Formas; Royal Society Te Apārangi; European Commission; United Nations Educational, Scientific and Cultural Organization; National Oceanic and Atmospheric Administration; Sight Research UK; National Science Foundation; University of Washington; European Space Agency; Royal Society; Department for Environment, Food and Rural Affairs, UK Government; National Aeronautics and Space Administration","keywords":"Upload; Ocean chemistry; Environmental science; Documentation; Data set; Meteorology; Computer science; Database; Oceanography; Seawater; Geology; World Wide Web; Geography; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001903561,0.000550851,0.000530376,0.003598278,0.001078557,0.001692067,0.0006919529,0.001013409,0.003692849],"category_scores_gemma":[0.004382969,0.0004069708,0.000585816,0.008260129,0.000475376,0.001512776,0.001620604,0.001968817,0.002683952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001555494,"about_ca_system_score_gemma":0.00298816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07096622,"about_ca_topic_score_gemma":0.1250708,"domain_scores_codex":[0.9987426,0.0000560061,0.00009682286,0.0002602883,0.0007243821,0.000119886],"domain_scores_gemma":[0.99082,0.0005698015,0.001085617,0.0009931361,0.005980103,0.0005513672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005619063,0.0001308394,0.1351744,0.001298345,0.0004971398,0.001127367,0.0005367295,0.003234193,0.01668224,0.002597344,0.7382528,0.09990666],"study_design_scores_gemma":[0.00004763503,0.0000611134,0.3588882,0.0002479733,0.0001530653,0.0004909621,0.0003027215,0.001768179,0.009661443,0.0007496212,0.6274917,0.000137424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.138119,0.004300744,0.01336952,0.00799505,0.003305199,0.0003013076,0.7691146,0.009407199,0.05408737],"genre_scores_gemma":[0.163108,0.001554977,0.01954264,0.002227701,0.0007630712,0.0002436351,0.798556,0.001954915,0.01204912],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.07096622,"threshold_uncertainty_score":0.1411063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04065953919034437,"score_gpt":0.2778028781637034,"score_spread":0.237143338973359,"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."}}