{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001408678,0.0005271271,0.0004647646,0.0002552398,0.001165241,0.0003687718,0.0005474661,0.0001933909,0.0001526947],"category_scores_gemma":[0.00005138722,0.0004877326,0.0001295009,0.0007004252,0.0003424876,0.0007437359,0.0008364774,0.0003088269,0.00005538679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012746,"about_ca_system_score_gemma":0.0008203675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005674376,"about_ca_topic_score_gemma":0.0005513302,"domain_scores_codex":[0.9956266,0.00009362065,0.001042454,0.001451622,0.0008786677,0.0009070507],"domain_scores_gemma":[0.9985519,0.00003592142,0.0002234857,0.0008340431,0.00009242058,0.0002622185],"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":[0.00008968031,0.0008062783,0.004242037,0.0001040947,0.00003136254,7.953305e-7,0.006069496,0.9464765,0.02797097,0.001043357,0.01089832,0.002267129],"study_design_scores_gemma":[0.0007982359,0.00003228053,0.002025373,0.00008038539,0.00002913973,0.000001695099,0.0002003873,0.9859694,0.003993772,0.003511881,0.002825329,0.0005321405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5432784,0.00001357686,0.4269037,0.0002635537,0.0001688928,0.02578925,0.00007338882,0.0001785091,0.003330697],"genre_scores_gemma":[0.7104048,0.000007436005,0.1992969,0.0005211596,0.00001376901,0.0640493,0.0002274368,0.00005360604,0.02542556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2276068,"threshold_uncertainty_score":0.9997574,"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."}}