{"id":"W4413889990","doi":"10.5194/gmd-18-5487-2025","title":"Hunga Tonga–Hunga Ha′apai Volcano Impact Model Observation Comparison (HTHH-MOC) project: experiment protocol and model descriptions","year":2025,"lang":"en","type":"article","venue":"Geoscientific model development","topic":"Climate variability and models","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Environment and Climate Change Canada","funders":"H2020 Marie Skłodowska-Curie Actions; Japan Agency for Marine-Earth Science and Technology; Natural Environment Research Council; National Oceanic and Atmospheric Administration; Japan Society for the Promotion of Science; Horizon 2020 Framework Programme; Scheme for Promotion of Academic and Research Collaboration; Sorbonne Université; Grand Équipement National De Calcul Intensif; Lawrence Livermore National Laboratory; Ministerio de Ciencia e Innovación; Centre National de la Recherche Scientifique; U.S. Department of Energy; European Commission; Centre National d’Etudes Spatiales; Ministry of Education, Culture, Sports, Science and Technology; National Aeronautics and Space Administration; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Met Office; NASA Headquarters; National Science Foundation","keywords":"Volcano; Protocol (science); Environmental science; Geology; Seismology; Medicine","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":[0.008703519,0.001209889,0.0008183939,0.0005082018,0.001245582,0.0009195345,0.002535017,0.001180574,0.04889104],"category_scores_gemma":[0.008180037,0.0009534232,0.0009616731,0.0009940743,0.0006644527,0.0008444831,0.001707429,0.001509982,0.005897012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001822998,"about_ca_system_score_gemma":0.006863092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04073732,"about_ca_topic_score_gemma":0.03349035,"domain_scores_codex":[0.9981464,0.001057985,0.0001405974,0.000318741,0.0001721096,0.0001641993],"domain_scores_gemma":[0.994881,0.001074451,0.0004077232,0.001968573,0.001072829,0.0005953582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03604605,0.01021223,0.05697741,0.004226567,0.001771771,0.0007461514,0.001184146,0.1089933,0.01622758,0.01718215,0.6879684,0.05846417],"study_design_scores_gemma":[0.04646057,0.00798248,0.1880925,0.001247738,0.001384858,0.0002049465,0.001713061,0.1025493,0.0194621,0.01716476,0.6129537,0.0007840727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"protocol","genre_scores_codex":[0.103086,0.000233511,0.03956778,0.001496302,0.0004935735,0.1173783,0.7198119,0.003834918,0.0140978],"genre_scores_gemma":[0.1288786,0.0001940996,0.05013426,0.0005964066,0.0001042928,0.5340664,0.2805048,0.0008040696,0.004717162],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.04889104,"threshold_uncertainty_score":0.1635568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07249393195005945,"score_gpt":0.3404322832038213,"score_spread":0.2679383512537619,"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."}}