{"id":"W4413132303","doi":"10.5194/ecss2025-167","title":"Three-dimensional Analytical Models of Background Winds Interacting with Thunderstorm Outflows","year":2025,"lang":"en","type":"preprint","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; Outflow; Planetary boundary layer; Storm; Meteorology; Drag; Turbulence; Physics; Boundary layer; Geology; Atmospheric sciences; Mechanics","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":[0.0002956703,0.0009855198,0.000563699,0.0006944802,0.0007158864,0.001624118,0.001397253,0.001966576,0.002002697],"category_scores_gemma":[0.001168824,0.0005522749,0.001002007,0.0005445666,0.001005366,0.0009215069,0.0009962309,0.0008220075,0.0003771003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194047,"about_ca_system_score_gemma":0.001120021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01927211,"about_ca_topic_score_gemma":0.007189556,"domain_scores_codex":[0.9998337,0.0000368075,0.000008916119,0.00003169315,0.00003905179,0.00004971604],"domain_scores_gemma":[0.9996377,0.0001013982,0.0000866898,0.00002847505,0.00007479238,0.00007096323],"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":[0.00002649005,0.00003580182,0.0009438638,0.00001910079,0.00001408034,0.0001216523,0.00006633255,0.9857223,0.002570137,0.009114692,0.0002417654,0.001123769],"study_design_scores_gemma":[0.000006395102,0.000005424808,0.0001879938,0.000002698483,0.000002889439,0.000008757906,0.00001199534,0.9986961,0.00008879646,0.0008095623,0.0001745979,0.000004766116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6031346,0.001224792,0.3193572,0.0009524948,0.0002638417,0.000167269,0.0008582122,0.0008964982,0.07314497],"genre_scores_gemma":[0.978332,0.0006372684,0.009976934,0.00009142374,0.00007975733,0.0001029483,0.0002086161,0.0001051309,0.01046593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01927211,"threshold_uncertainty_score":0.03831989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08917416277723127,"score_gpt":0.2795713629894745,"score_spread":0.1903972002122433,"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."}}