{"id":"W7111092692","doi":"10.1021/acssusresmgt.4c00486.s001","title":"GreenhouseGas Accounting Procedures in Low CarbonFuel Policies Overlook the Spatial Variability of Miscanthus-DerivedSustainable Aviation Fuel","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Carbon tax; Carbon accounting; Electricity; Renewable energy; Biofuel; Cellulosic ethanol; Aviation fuel; Carbon credit","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007279405,0.001012428,0.0003205857,0.003026484,0.001038403,0.003353288,0.001416383,0.0005943193,0.001582278],"category_scores_gemma":[0.01740663,0.0003391085,0.0006532238,0.00356941,0.001000428,0.003334884,0.001015033,0.001240336,0.0003831044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004181057,"about_ca_system_score_gemma":0.004657282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03303123,"about_ca_topic_score_gemma":0.040792,"domain_scores_codex":[0.9963941,0.001303845,0.0002474466,0.0004253052,0.001326429,0.0003028794],"domain_scores_gemma":[0.9899735,0.003212159,0.002375975,0.001968524,0.00234736,0.0001224307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001759716,0.0002170369,0.06577171,0.0003196418,0.000316204,0.000183924,0.0004921185,0.3937518,0.007127075,0.1989003,0.006903033,0.3258411],"study_design_scores_gemma":[0.00004968256,0.0002656989,0.0976894,0.0004086258,0.0002104855,0.0001622257,0.001127551,0.5747822,0.04945726,0.1951938,0.08033109,0.000322029],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4204952,0.002346704,0.4379607,0.003598765,0.0004460969,0.0006784117,0.004943695,0.00183609,0.1276943],"genre_scores_gemma":[0.9429027,0.0004776909,0.05309958,0.000219849,0.00005784757,0.0001282183,0.0008047103,0.0001303999,0.002178923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03303123,"threshold_uncertainty_score":0.06567794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097321830174266,"score_gpt":0.2260892406475805,"score_spread":0.2151160223458378,"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."}}