{"id":"W4401828038","doi":"10.5376/jeb.2024.15.0021","title":"Resource Utilization of Agricultural Waste: From Biomass Energy to Organic Fertilizer","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Bioscience","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomass (ecology); Fertilizer; Environmental science; Agriculture; Resource (disambiguation); Organic fertilizer; Waste management; Business; Engineering; Agronomy; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003078492,0.0001275137,0.000215047,0.00005690012,0.00009676086,0.0001003404,0.0004452428,0.00008771932,0.0002203097],"category_scores_gemma":[0.00009114666,0.00004558573,0.0001183743,0.001066606,0.00009296965,0.0002567642,0.0001081104,0.00006742304,0.00000260812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009558962,"about_ca_system_score_gemma":0.00007206642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001996465,"about_ca_topic_score_gemma":0.0002948516,"domain_scores_codex":[0.9986483,0.00007120595,0.0004799945,0.0002526106,0.0003271683,0.0002206478],"domain_scores_gemma":[0.9992678,0.0001467394,0.0001517841,0.00005521142,0.0002103384,0.0001681844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000317865,0.00006884911,0.0005851127,0.000007860389,0.00001966303,0.00001005869,0.0001630429,0.00002542366,0.9420599,0.00198207,0.001679224,0.05336705],"study_design_scores_gemma":[0.0001044261,0.0005763582,0.1125685,0.0001489948,0.00002234741,0.00003806793,0.002115843,0.0001188057,0.6032294,0.001228672,0.2795646,0.0002839528],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935741,0.0009137015,0.0005670852,0.00419984,0.0003813843,0.00002846994,0.00001268157,0.00001751228,0.0003051945],"genre_scores_gemma":[0.9986118,0.00006408523,0.000233631,0.0003925574,0.0002068845,0.000001569678,0.000008016102,8.904091e-7,0.000480537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3388304,"threshold_uncertainty_score":0.2412236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569257727934072,"score_gpt":0.2135886080267942,"score_spread":0.1978960307474534,"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."}}