{"id":"W4210387102","doi":"10.1002/essoar.10510351.1","title":"Climate Sensitivity to Volcanic Aerosol Forcing","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Climate Change and Geoengineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Forcing (mathematics); Volcano; Planck; Meteorology; Physics; Atmospheric sciences; Geology; Astronomy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004249629,0.0002386921,0.0002389363,0.00004230715,0.000150883,0.00005281292,0.0002092574,0.00008555422,0.01870713],"category_scores_gemma":[0.00002421739,0.0002495233,0.0001116425,0.0001484705,0.00001678517,0.00005870521,0.006391853,0.0003973811,0.001066103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004151487,"about_ca_system_score_gemma":0.00000513654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001295987,"about_ca_topic_score_gemma":0.003950997,"domain_scores_codex":[0.9983998,0.00003523226,0.0001907765,0.0005724134,0.000306672,0.000495109],"domain_scores_gemma":[0.9992428,0.00004541036,0.00005193543,0.0005021947,0.000003377639,0.0001542552],"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":[0.00004202543,0.0001461832,0.03490983,0.0003353764,0.00004527273,0.0003070131,0.003323965,0.872761,0.04911336,0.0001098027,0.02202518,0.01688105],"study_design_scores_gemma":[0.002044448,0.0008128903,0.246072,0.0009828527,0.0004725176,0.000276225,0.006560659,0.4989459,0.0600541,0.001062253,0.1701407,0.01257549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955216,0.00001913915,0.002314392,0.0006306895,0.0008654796,0.0005782188,0.0001185142,0.0002708363,0.03998673],"genre_scores_gemma":[0.9961051,0.00006145774,0.001286441,0.0008680605,0.0001033592,0.0001132083,0.00007135528,0.00004266388,0.00134833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3738151,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193757407071093,"score_gpt":0.2496751258526319,"score_spread":0.227737551781921,"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."}}