{"id":"W4408820121","doi":"10.5194/egusphere-2025-543","title":"Covariability of dynamics and composition in the Asian monsoon tropopause layer from satellite observations and reanalysis products","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Science Foundation of Beijing Municipality; Research Grants Council, University Grants Committee; National Natural Science Foundation of China","keywords":"Tropopause; Satellite; Climatology; Environmental science; Monsoon; Atmospheric sciences; Geology; Stratosphere; Physics","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":[0.0009794277,0.0003060484,0.0001675679,0.0007439652,0.0001458818,0.0006177974,0.00019828,0.0001422926,0.0006477757],"category_scores_gemma":[0.001864663,0.000175813,0.0005153603,0.001074081,0.0001210712,0.0005809776,0.0004370068,0.0002155243,0.000176867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002228394,"about_ca_system_score_gemma":0.000255832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01400788,"about_ca_topic_score_gemma":0.02347315,"domain_scores_codex":[0.9997835,0.00004588854,0.00003093523,0.00005464293,0.00005726694,0.00002778401],"domain_scores_gemma":[0.9992456,0.0002098022,0.0001957932,0.0001214604,0.0001793108,0.00004805867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007120778,0.00001237659,0.9854839,0.00001866851,0.0002140707,0.00004216061,0.0001208843,0.001619943,0.004496762,0.00008701526,0.0002094926,0.007623476],"study_design_scores_gemma":[0.000002961122,0.00001278753,0.994063,0.00000439505,0.0000387716,0.00002156479,0.00006108948,0.004710839,0.0007922642,0.00004099856,0.0002456112,0.000005660836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965414,0.0001611019,0.0007447058,0.00004250518,0.000008744763,0.000006997405,0.001804691,0.00004353404,0.000646299],"genre_scores_gemma":[0.9968811,0.00008060594,0.0007517281,0.00001000996,0.000007216727,0.000005622795,0.00209972,0.00001209169,0.0001516973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01400788,"threshold_uncertainty_score":0.02785265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02532221905595855,"score_gpt":0.2344700843703948,"score_spread":0.2091478653144362,"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."}}