{"id":"W3005376605","doi":"10.1127/metz/2019/0999","title":"The Research Unit VolImpact: Revisiting the volcanic impact on atmosphere and climate – preparations for the next big volcanic eruption","year":2020,"lang":"en","type":"article","venue":"Meteorologische Zeitschrift","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Deutsche Forschungsgemeinschaft","keywords":"Volcano; Atmosphere (unit); Volcanic ash; Vulcanian eruption; Earth science; Environmental science; Geology; Atmospheric sciences; Meteorology; Geochemistry; 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":[0.004956318,0.001603094,0.0009739617,0.002945688,0.0008972599,0.002894868,0.001799394,0.002218436,0.01743923],"category_scores_gemma":[0.003621185,0.0002888806,0.0008190984,0.002579607,0.0008834132,0.002260262,0.004653593,0.002506961,0.0047672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002911937,"about_ca_system_score_gemma":0.00834582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005582593,"about_ca_topic_score_gemma":0.003735307,"domain_scores_codex":[0.9970855,0.0006612665,0.00008944722,0.0005124175,0.001123851,0.0005274797],"domain_scores_gemma":[0.9963007,0.0006788991,0.0003230939,0.0002947342,0.001165695,0.001236891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007261349,0.0003902701,0.009995737,0.004205856,0.0001598035,0.0006071972,0.0009548509,0.005151558,0.007488049,0.04615412,0.4306609,0.4935055],"study_design_scores_gemma":[0.00006007459,0.000430762,0.01270229,0.0007270954,0.00005468232,0.0002644954,0.0003249231,0.001093474,0.003268416,0.008087336,0.9729465,0.00004009112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0549528,0.3776452,0.0274021,0.07738041,0.05034366,0.002154204,0.02410943,0.002902444,0.3831097],"genre_scores_gemma":[0.3342595,0.2324706,0.0514637,0.01801589,0.04131173,0.001640872,0.07378206,0.004078001,0.2429776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01743923,"threshold_uncertainty_score":0.05834007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236644211662464,"score_gpt":0.3400725392497715,"score_spread":0.2164081180835251,"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."}}