{"id":"W4243719504","doi":"10.1038/41612.2397-3722","title":"npj Climate and Atmospheric Science","year":2019,"lang":"en","type":"paratext","venue":"npj Climate and Atmospheric Science","topic":"","field":"","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"NOAA Pacific Marine Environmental Laboratory; Oak Ridge National Laboratory; Leibniz-Institut für Troposphärenforschung; NOAA Research; Climate Program Office; Fundamental Research Funds for the Central Universities; Leibniz-Gemeinschaft; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Cornell Center for Materials Research; Office of Science; University of Colorado Boulder; University of Chicago; EarthLab, University of Washington; U.S. Air Force; National Oceanic and Atmospheric Administration; Universität Leipzig; Environment and Climate Change Canada; Nanjing University; Universidade de Lisboa; Paul Scherrer Institut; Jane ja Aatos Erkon Säätiö; National Natural Science Foundation of China; National Research Foundation of Korea; Division of Chemistry; National Science Foundation; China Postdoctoral Science Foundation; U.S. Department of Energy; Beijing Normal University; Universität Innsbruck; Carnegie Mellon University; Bundesministerium für Bildung und Forschung; Seoul National University; Young Scientists Fund; Office of U.S. Foreign Disaster Assistance; U.S. Department of Commerce; Northern Gulf Institute; Cooperative Institute for Research in Environmental Sciences; CERN; National Research Foundation; Tartu Ülikool; Mississippi State University; National Aeronautics and Space Administration; Itä-Suomen Yliopisto; Beijing University of Chemical Technology; Canadian Armed Forces; Helsingin Yliopisto; European Commission; California Institute of Technology; Japan Society for the Promotion of Science; University of Miami; Princeton University; University of Oklahoma","keywords":"Climate science; Environmental science; Climatology; Atmospheric sciences; Meteorology; Climate change; Geography; Geology; Oceanography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008860399,0.0008635128,0.0008877965,0.001600824,0.001387945,0.005638215,0.001338449,0.002589591,0.6811391],"category_scores_gemma":[0.006006046,0.0003721882,0.0004484511,0.002146975,0.0006130841,0.002640957,0.001899223,0.003252576,0.5608884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002342693,"about_ca_system_score_gemma":0.003688633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01263009,"about_ca_topic_score_gemma":0.02068646,"domain_scores_codex":[0.9993292,0.0000701721,0.00004317562,0.00009428139,0.0003688188,0.0000944241],"domain_scores_gemma":[0.9974372,0.0003973602,0.0001512942,0.0001926942,0.001163959,0.0006575364],"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":[0.00001663368,0.000008303896,0.00003013583,0.00005270529,0.000001137841,0.000009135942,0.000004360079,0.00004598116,0.00002244166,0.001360539,0.9878127,0.01063602],"study_design_scores_gemma":[0.00001010713,0.000003939463,0.0002721453,0.0000590917,0.000001464549,0.000007569892,0.000008203009,0.00008936691,0.00005598228,0.001846389,0.9976421,0.000003652638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002825908,0.001873145,0.0007415203,0.009260203,0.01848397,0.0001074949,0.04827039,0.001094672,0.9198859],"genre_scores_gemma":[0.002109608,0.001039575,0.000430355,0.001008489,0.001810789,0.00009296022,0.01194178,0.0007512424,0.9808152],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3188609,"threshold_uncertainty_score":0.4548164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443142171240522,"score_gpt":0.2832856037274623,"score_spread":0.2688541820150571,"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."}}