{"id":"W4220755275","doi":"10.3390/atmos13040541","title":"Future Changes of Snow in Alaska and the Arctic under Stabilized Global Warming Scenarios","year":2022,"lang":"en","type":"article","venue":"Atmosphere","topic":"Climate variability and models","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Utah State University; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Snow; Global warming; Climatology; Environmental science; Precipitation; Arctic; Climate change; Atmospheric sciences; Geography; Geology; Oceanography; Meteorology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004556997,0.00008172508,0.0001438997,8.068554e-7,0.0001280131,0.000009073929,0.0001604343,0.00003033433,0.002964727],"category_scores_gemma":[0.00002688427,0.00005938394,0.00003092787,0.0002121508,0.0002203396,0.00005398645,0.0004274574,0.0001244606,0.000003892106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001970354,"about_ca_system_score_gemma":0.00001136477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002070072,"about_ca_topic_score_gemma":0.004768367,"domain_scores_codex":[0.9991419,0.000151097,0.0001280305,0.0002057328,0.0002030967,0.0001700882],"domain_scores_gemma":[0.9995887,0.0001196005,0.00005156025,0.0002058533,0.000003114465,0.0000312328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000737714,0.0004864779,0.7724477,0.0001185756,0.00004579814,0.00001265435,0.01366386,0.1739184,0.0006638244,0.008328129,0.0005226514,0.02905422],"study_design_scores_gemma":[0.01875848,0.0006637785,0.6248853,0.0001283106,0.0002009244,0.0001594191,0.08763457,0.1320891,0.0002216809,0.1003156,0.03368415,0.001258691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938071,0.0002360578,0.00002650108,0.004434607,0.00009360334,0.0002715347,0.00001131149,0.00001042517,0.001108901],"genre_scores_gemma":[0.9990486,0.00005898311,0.0003137987,0.0004252323,0.00001480268,0.00003880137,0.000002139774,0.000005202082,0.00009247314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1475624,"threshold_uncertainty_score":0.9979467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121375918162413,"score_gpt":0.2245127878446831,"score_spread":0.213299028663059,"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."}}