{"id":"W4230478151","doi":"10.1007/978-1-60327-181-3_24","title":"An Evaluation of British Columbian Beetle-Killed Hybrid Spruce for Bioethanol Production","year":2007,"lang":"en","type":"book-chapter","venue":"Humana Press eBooks","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biofuel; Biomass (ecology); Environmental science; Renewable energy; Renewable resource; Forestry; Bioenergy; Pulp and paper industry; Agroforestry; Agronomy; Geography; Waste management; Engineering; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005411126,0.0002432877,0.0003131215,0.0002104825,0.00006181952,0.00005769617,0.0002089301,0.0001876806,0.0001103972],"category_scores_gemma":[0.00001484183,0.0003704797,0.000123305,0.000008880074,0.00009726254,0.00007717354,0.00003323628,0.0001121194,0.000004733805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271431,"about_ca_system_score_gemma":0.00002386212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001479433,"about_ca_topic_score_gemma":0.0031339,"domain_scores_codex":[0.9983351,0.00001807298,0.0004779931,0.0004000297,0.0005448859,0.0002238835],"domain_scores_gemma":[0.9988261,0.0000104054,0.000177791,0.0004966951,0.0004159541,0.00007309076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006255817,0.00006905606,0.000001082941,0.002206402,0.0006216956,0.0000123059,0.0002747538,0.005396196,0.0006688713,0.07414142,0.03847095,0.8780747],"study_design_scores_gemma":[0.001973604,0.0002608959,0.0001006371,0.0008388806,0.001108349,0.00001557874,0.00003012186,0.02790769,0.01041212,0.008653853,0.9475129,0.001185325],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001438293,0.002733761,0.003884948,0.00000296489,0.00165189,0.004505172,0.0002704062,0.0005754991,0.9849371],"genre_scores_gemma":[0.2996225,0.0008252363,0.0015892,0.00006183077,0.001294684,0.0006912109,0.001575432,0.0005425957,0.6937973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.909042,"threshold_uncertainty_score":0.9998747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08954514048823722,"score_gpt":0.2897232234292087,"score_spread":0.2001780829409715,"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."}}