{"id":"W4413246258","doi":"10.5194/ecss2025-114","title":"Evaluating the effect of mass continuity, smoothness, and resolution constraints on thunderstorm wind fields using Dual-Doppler 3DVAR wind retrieval","year":2025,"lang":"en","type":"article","venue":"","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Thunderstorm; Meteorology; Radar; Storm; Environmental science; Nowcasting; Severe weather; Wind shear; Wind speed; Lidar; Weather radar; Convective storm detection; Smoothness; Geology; Remote sensing; Computer science; Geography","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":[0.001137467,0.0006290847,0.0004216225,0.0004584792,0.000243119,0.0008530986,0.0004765631,0.0008790541,0.0002868338],"category_scores_gemma":[0.00472304,0.0002891724,0.0004823685,0.0003623225,0.0003651041,0.0009411554,0.0004333213,0.0004505681,0.00006722853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002901113,"about_ca_system_score_gemma":0.0004487047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008110649,"about_ca_topic_score_gemma":0.006690354,"domain_scores_codex":[0.9996883,0.00007709006,0.00002693073,0.00006470359,0.00007698844,0.0000660145],"domain_scores_gemma":[0.9982201,0.00120229,0.0001610163,0.0001857074,0.0001475908,0.00008330629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006668764,0.0002740616,0.05053484,0.000140083,0.0001899244,0.000417714,0.00008387593,0.8607777,0.05892614,0.0005824848,0.0002199299,0.02718641],"study_design_scores_gemma":[0.00003656137,0.0001613587,0.02836678,0.00001065774,0.00004143148,0.00005914439,0.00004590439,0.9612662,0.009731065,0.0001089427,0.0001488019,0.00002316673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897167,0.0001206366,0.009657821,0.00002998338,0.00001403791,0.0000149833,0.0000898151,0.00005763124,0.0002983584],"genre_scores_gemma":[0.9949306,0.00005848487,0.004771919,0.000007227432,0.000004936758,0.000004542081,0.0001426698,0.000012029,0.00006753449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008110649,"threshold_uncertainty_score":0.01612687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05450251430300342,"score_gpt":0.3144940520140538,"score_spread":0.2599915377110504,"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."}}