{"id":"W4411201845","doi":"10.1016/j.accre.2025.06.001","title":"State of polar climate (2024)","year":2025,"lang":"en","type":"article","venue":"Advances in Climate Change Research","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Polar Research Institute of China; National University of Defense Technology; National Natural Science Foundation of China; China Meteorological Administration; Chinese Academy of Meteorological Sciences; Sun Yat-sen University; Chinese Academy of Sciences","keywords":"Polar; State (computer science); Environmental science; Climatology; Meteorology; Computer science; Geology; Geography; Algorithm; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005550594,0.0004258539,0.0001699046,0.0009266872,0.0005671035,0.001634868,0.0003336345,0.0004045713,0.03366653],"category_scores_gemma":[0.0006911153,0.00007328104,0.0001839648,0.002371757,0.0001920373,0.0006739339,0.0008669246,0.0006313861,0.01557247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006625143,"about_ca_system_score_gemma":0.001572727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01458351,"about_ca_topic_score_gemma":0.01238687,"domain_scores_codex":[0.9997848,0.00003742187,0.00001636396,0.00004250385,0.00005827361,0.00006074841],"domain_scores_gemma":[0.9995933,0.00002723686,0.00009089013,0.0000299119,0.0001709702,0.00008759628],"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":[0.0003569121,0.00004056994,0.07562964,0.001302788,0.0001084218,0.0003510408,0.0004354888,0.000593,0.001509338,0.01538874,0.6211036,0.2831804],"study_design_scores_gemma":[0.00001712477,0.00002511173,0.05427115,0.0002081022,0.00001932071,0.0001215723,0.000272205,0.0001790159,0.0003365656,0.001180121,0.9433533,0.00001635409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05646767,0.02907667,0.002826603,0.007171412,0.006747514,0.0002194768,0.4296423,0.001530092,0.4663182],"genre_scores_gemma":[0.4547005,0.02462432,0.004926001,0.005278643,0.002282709,0.0008094667,0.3762047,0.0004247562,0.130749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03366653,"threshold_uncertainty_score":0.1126257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06395075386611496,"score_gpt":0.3806193937883954,"score_spread":0.3166686399222804,"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."}}