{"id":"W4382197095","doi":"10.1088/2752-5295/ace211","title":"Ultrafast Arctic amplification and its governing mechanisms","year":2023,"lang":"en","type":"article","venue":"Environmental Research Climate","topic":"Climate variability and models","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Albedo (alchemy); Arctic; Climatology; Atmospheric sciences; Ice-albedo feedback; Anomaly (physics); Environmental science; Latent heat; Flux (metallurgy); The arctic; Arctic ice pack; Forcing (mathematics); Sea ice; Chemistry; Meteorology; Physics; Geology; Oceanography; Sea ice thickness","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002313453,0.0001471323,0.0001283861,0.00007765892,0.0005702791,0.0000728515,0.0002404796,0.0000837047,0.003568499],"category_scores_gemma":[0.0001637821,0.0001460792,0.00003962166,0.0003323319,0.0002893312,0.0003307835,0.0008606319,0.0003179098,0.01463082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004197084,"about_ca_system_score_gemma":0.000004663137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006243414,"about_ca_topic_score_gemma":0.00002045248,"domain_scores_codex":[0.9972538,0.0001985738,0.0002198234,0.0005880527,0.0009252826,0.0008145079],"domain_scores_gemma":[0.9991063,0.0003029166,0.00004471181,0.0003113968,0.000002840321,0.0002318098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006056716,0.0002142984,0.03864271,0.00006754565,0.00001264914,0.00002436232,0.001097335,0.001502642,0.9505351,0.004942128,0.0001881214,0.002712587],"study_design_scores_gemma":[0.001269638,0.000475545,0.8378838,0.00009318815,0.00002811291,0.00004512822,0.003282706,0.07229143,0.0459992,0.02588198,0.01185521,0.0008940179],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955205,0.00002140877,0.00008111376,0.0004581793,0.00004928943,0.000407975,0.0001013079,0.00009556847,0.003264698],"genre_scores_gemma":[0.9970611,0.001695607,0.0001449048,0.00005782311,0.00001985077,0.00009128957,0.00009264245,0.00002939704,0.0008073426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9045358,"threshold_uncertainty_score":0.9973423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06837375151151791,"score_gpt":0.3249251059056056,"score_spread":0.2565513543940877,"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."}}