{"id":"W3200748933","doi":"10.4236/jsbs.2021.113011","title":"Ancillary Impacts of Harvest Residue Pelletization","year":2021,"lang":"en","type":"article","venue":"Journal of Sustainable Bioenergy Systems","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tonne; Liberian dollar; Business; Pelletizing; Environmental science; Agricultural economics; Natural resource economics; Pellets; Waste management; Environmental economics; Economics; Finance; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004126395,0.0001095103,0.0002544587,0.0002592372,0.00003433602,0.00006658074,0.0001133528,0.0000737487,0.00002375786],"category_scores_gemma":[0.0001241023,0.00009999103,0.00008027811,0.000481564,0.00002204279,0.000258752,0.00003307458,0.00006175042,0.000002073114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489415,"about_ca_system_score_gemma":0.0001604176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007152464,"about_ca_topic_score_gemma":0.00003381944,"domain_scores_codex":[0.998715,0.00005617885,0.0005642648,0.00007207115,0.0003733428,0.0002191014],"domain_scores_gemma":[0.998312,0.00001497467,0.0002334432,0.0001649199,0.001173788,0.0001008533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008309892,0.000217801,0.006948035,0.007255015,0.0006896546,0.002873484,0.000731592,0.6489006,0.02769329,0.1873722,0.1166714,0.0005638838],"study_design_scores_gemma":[0.001319882,0.0002263567,0.007333316,0.0006106489,0.00008902667,0.0003899583,0.01762418,0.01021042,0.03929481,0.0001736713,0.9223738,0.0003539725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7839969,0.06695237,0.08370038,0.0007094725,0.005357884,0.00059602,0.00001589142,0.0002491163,0.05842191],"genre_scores_gemma":[0.9947905,0.0009407602,0.0001273931,0.000017181,0.0001622685,0.000001691338,0.000005644952,0.00002354133,0.00393102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8057023,"threshold_uncertainty_score":0.4077516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005565651070637269,"score_gpt":0.1907083489491277,"score_spread":0.1851426978784905,"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."}}