{"id":"W4408427979","doi":"10.5194/egusphere-egu25-12648","title":"HOLOS-IE: A System Model for Assessing Carbon Emissions and Balance in Agricultural Systems","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Balance (ability); Agriculture; Carbon fibers; Environmental science; Natural resource economics; Greenhouse gas; Economics; Computer science; Geography; Psychology; Ecology; Archaeology","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":[0.001559591,0.001653476,0.001326248,0.001700229,0.0008942581,0.002292846,0.002744397,0.002557948,0.01502976],"category_scores_gemma":[0.004775072,0.000993776,0.002462376,0.001947714,0.0007916134,0.002225372,0.002348526,0.001902462,0.001298884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002953686,"about_ca_system_score_gemma":0.003234184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04586705,"about_ca_topic_score_gemma":0.04508669,"domain_scores_codex":[0.9993705,0.00024864,0.00005227223,0.0001447114,0.0001099466,0.00007390874],"domain_scores_gemma":[0.9975641,0.001762019,0.0001629725,0.0001108605,0.0002791772,0.0001209421],"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":[0.00002327474,0.00001662615,0.0007120263,0.00007146673,0.00005459055,0.00002940376,0.00002651233,0.9907829,0.0001121324,0.004568661,0.001238509,0.002363861],"study_design_scores_gemma":[0.00002203322,0.00001359147,0.0001803135,0.00002091988,0.00001667947,0.000009581993,0.00002119275,0.9903821,0.00006043481,0.006470768,0.002792283,0.00001009926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08107445,0.00127089,0.8196152,0.001683187,0.0002970499,0.0007915581,0.03692536,0.008377971,0.04996433],"genre_scores_gemma":[0.7132804,0.0009652384,0.2495973,0.0004402335,0.0001336771,0.002469379,0.02031573,0.001240735,0.01155736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04586705,"threshold_uncertainty_score":0.09120017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323035650468631,"score_gpt":0.2905342514945576,"score_spread":0.1582306864476945,"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."}}