{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.00594119,0.001884977,0.002052295,0.00005698111,0.004226578,0.003623657,0.004020037,0.0006344162,0.002608503],"category_scores_gemma":[0.0004750077,0.001664046,0.0002424413,0.01044976,0.01606478,0.003828619,0.00444157,0.00132311,0.04408397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009083893,"about_ca_system_score_gemma":0.00286883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003188803,"about_ca_topic_score_gemma":0.00002668653,"domain_scores_codex":[0.9837191,0.000178853,0.001476968,0.005328388,0.003876445,0.005420275],"domain_scores_gemma":[0.9928964,0.0003472182,0.001510722,0.002602278,0.001009121,0.001634309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00166927,0.002200603,0.07613537,0.01014557,0.0004234459,0.0005574456,0.009303438,0.007230771,0.5210931,0.01060334,0.2156891,0.1449486],"study_design_scores_gemma":[0.008726537,0.00352549,0.08901931,0.005453309,0.001038819,0.001824856,0.006476903,0.1680349,0.008005874,0.0005541321,0.6907325,0.01660733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7184576,0.01418718,0.00009596363,0.0001823639,0.008346997,0.00217278,0.0007283507,0.0005287912,0.2553],"genre_scores_gemma":[0.7907518,0.0752401,0.06295746,0.00264057,0.001568469,0.0004091946,0.0002121856,0.001309728,0.0649105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5130872,"threshold_uncertainty_score":0.9993894,"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."}}