{"id":"W4412895263","doi":"10.5194/egusphere-2025-3482","title":"Seasonal Characteristics and Trends in Precipitation Partitioning in the Arctic","year":2025,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cooperative Institute for Research in Environmental Sciences","keywords":"Precipitation; Arctic; Climatology; The arctic; Environmental science; Geography; Physical geography; Oceanography; Meteorology; Geology","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":[0.0002751526,0.0001306226,0.0001548827,0.001051493,0.0003011611,0.0004484314,0.0001331875,0.0001209869,0.000702548],"category_scores_gemma":[0.0006584966,0.00008207688,0.000134931,0.001328117,0.0001400008,0.0002023466,0.0002186284,0.0001472027,0.0001959475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002702851,"about_ca_system_score_gemma":0.000222484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02478176,"about_ca_topic_score_gemma":0.03712155,"domain_scores_codex":[0.9998816,0.00002064988,0.00001419856,0.00003170169,0.00002484348,0.00002697589],"domain_scores_gemma":[0.999498,0.00007164279,0.000166242,0.0000227188,0.0001734563,0.00006793626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002209017,0.00001618899,0.9907709,0.0000170078,0.00004781966,0.00004522015,0.000374444,0.0004025222,0.002116288,0.00006569098,0.0003156856,0.005607366],"study_design_scores_gemma":[0.000001081079,0.00001365146,0.9988202,0.000003116775,0.000004436201,0.00003439228,0.0001753467,0.0003756468,0.0001403892,0.00001579632,0.0004139694,0.000001888601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977696,0.0001347208,0.0001241497,0.00002159689,0.000004200349,0.000002281672,0.00135904,0.000007578126,0.0005769233],"genre_scores_gemma":[0.9981021,0.00008618186,0.0001146904,0.000007247996,0.000007847303,0.000005040892,0.001476261,0.000003866563,0.0001968122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02478176,"threshold_uncertainty_score":0.04927504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03294876822581785,"score_gpt":0.2650369428831565,"score_spread":0.2320881746573387,"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."}}