{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00408688,0.0002917528,0.0002819,0.000006632158,0.003414887,0.0006568605,0.0007697396,0.0001404554,0.0005059044],"category_scores_gemma":[0.001439286,0.0001187535,0.0001849804,0.0006995589,0.0004816167,0.0002668029,0.0001027507,0.0007491439,0.0002667732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003869413,"about_ca_system_score_gemma":0.0001566416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294163,"about_ca_topic_score_gemma":0.002543298,"domain_scores_codex":[0.9968593,0.0007575836,0.000407078,0.0004833867,0.0004958137,0.0009968583],"domain_scores_gemma":[0.9931773,0.005650153,0.0002001019,0.0005884739,0.0001621606,0.000221795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002845448,0.00003915247,0.2695879,0.0001094558,0.0006492762,0.00001531722,0.003759207,0.03915539,0.0005970541,0.008925373,0.0159084,0.658408],"study_design_scores_gemma":[0.0006799278,0.002116061,0.3658872,0.0000364011,0.0001855875,0.00002064061,0.004957649,0.2989132,0.00008071728,0.0001847521,0.3265695,0.0003682758],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9393937,0.01200759,0.00047886,0.03676824,0.0003233456,0.001877529,0.0001901348,0.0001458877,0.008814696],"genre_scores_gemma":[0.9939209,0.003471838,0.0001629254,0.001381204,0.0007788393,0.00004166749,0.00004227243,0.00001648118,0.0001839325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6580397,"threshold_uncertainty_score":0.9978825,"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."}}