{"id":"W4403248138","doi":"10.1007/s42865-024-00079-6","title":"The –WIND RISK project: nowcast and simulation of thunderstorm outflows","year":2024,"lang":"en","type":"article","venue":"Bulletin of Atmospheric Science and Technology","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Università degli Studi di Genova","keywords":"Thunderstorm; Environmental science; Meteorology; Climatology; Geology; 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":[0.001452999,0.001311076,0.001047356,0.0005942256,0.0003081608,0.000769102,0.002336803,0.001400788,0.007229101],"category_scores_gemma":[0.001639992,0.0005281304,0.0009532126,0.0006473464,0.0005566754,0.0008685411,0.0007137361,0.001814331,0.0009548768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004791641,"about_ca_system_score_gemma":0.0009550223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02139569,"about_ca_topic_score_gemma":0.0142062,"domain_scores_codex":[0.9996219,0.0001261432,0.00002576104,0.00008365273,0.00008897409,0.0000535785],"domain_scores_gemma":[0.9989834,0.0004052992,0.00006747203,0.0001359196,0.0001793058,0.0002284709],"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":[0.001327703,0.0007207553,0.01175404,0.0003830806,0.0004200474,0.000264868,0.0001993453,0.9091097,0.005071319,0.00328955,0.04487649,0.02258303],"study_design_scores_gemma":[0.0003775877,0.00006960558,0.002065946,0.000008522713,0.00001683879,0.00001118459,0.00002117381,0.9913549,0.001185547,0.0004797038,0.004392667,0.00001632108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7459331,0.0009919809,0.09858549,0.001618565,0.00168831,0.0008883515,0.08536287,0.04607658,0.01885483],"genre_scores_gemma":[0.8219113,0.0002976639,0.09872943,0.0002711863,0.0001752399,0.0005001666,0.0694489,0.003676687,0.004989319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02139569,"threshold_uncertainty_score":0.04254228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289482632164394,"score_gpt":0.2321420851091858,"score_spread":0.2192472587875419,"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."}}