{"id":"W4389238148","doi":"10.1017/sus.2023.25","title":"Ten new insights in climate science 2023","year":2023,"lang":"en","type":"article","venue":"Global Sustainability","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Future Earth","funders":"Japan Society for the Promotion of Science; Consortium of International Agricultural Research Centers; Nuclear Safety and Security Commission; Svenska Forskningsrådet Formas; Eidgenössische Technische Hochschule Zürich; Bundesministerium für Bildung und Forschung; European Commission; Ministry of Education, Culture, Sports, Science and Technology; National Aeronautics and Space Administration; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Research Institute for Humanity and Nature; Vetenskapsrådet; National Science Foundation","keywords":"Climate change; Global warming; Environmental resource management; Glacier; Environmental science; Greenhouse gas; Natural resource economics; Environmental planning; Geography; Ecology; Physical geography; Economics","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":[0.01927454,0.001408133,0.001030193,0.003828057,0.00255327,0.01247396,0.001454156,0.00632771,0.03156034],"category_scores_gemma":[0.0259294,0.0004089657,0.001354305,0.003871209,0.005454365,0.01460346,0.005348634,0.009592785,0.006966645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00664561,"about_ca_system_score_gemma":0.01151022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003206564,"about_ca_topic_score_gemma":0.004976189,"domain_scores_codex":[0.994331,0.002972094,0.000330277,0.000366032,0.001452564,0.0005480609],"domain_scores_gemma":[0.9805139,0.01170948,0.0005559233,0.001226722,0.003812105,0.002181844],"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":[0.0001524133,0.00009292347,0.0007761296,0.0009317953,0.00004545581,0.0002773085,0.0009141815,0.001302438,0.0005866736,0.3390228,0.5035101,0.1523878],"study_design_scores_gemma":[0.00001582529,0.00003415639,0.0005806728,0.0009911489,0.00001406084,0.00007471927,0.001299156,0.0006908149,0.0001610722,0.2629869,0.7331161,0.00003545242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002164771,0.1038374,0.009029488,0.7599728,0.07584173,0.0000483928,0.001842601,0.0003615841,0.04690125],"genre_scores_gemma":[0.1906645,0.2506288,0.03673457,0.3033435,0.1531109,0.0005705983,0.00497141,0.0007809455,0.05919475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03156034,"threshold_uncertainty_score":0.1055799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02777047532488735,"score_gpt":0.3389638210469675,"score_spread":0.3111933457220802,"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."}}