{"id":"W4235362907","doi":"10.1002/3527602348.ch2b","title":"Potential Source of Energy and Chemical Products: Sections 5–8","year":2000,"lang":"en","type":"other","venue":"","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Stillage; Fermentation; Chemistry; Ethanol fuel; Ethanol; Ethanol fermentation; Hydrolysis; Biofuel; Pulp and paper industry; Enzymatic hydrolysis; Sulfuric acid; Waste management; Food science; Biochemistry; Organic chemistry","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":[0.0002324398,0.0006450985,0.0002927395,0.001573807,0.0007436164,0.00195989,0.0006982922,0.001099535,0.1685933],"category_scores_gemma":[0.0002386718,0.0002053575,0.0005856479,0.001376175,0.0002372457,0.001793506,0.001035999,0.0005966503,0.07108106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008477289,"about_ca_system_score_gemma":0.0009516171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194588,"about_ca_topic_score_gemma":0.002056944,"domain_scores_codex":[0.9998065,0.000009453385,0.000007703342,0.00002828044,0.0001174934,0.00003058408],"domain_scores_gemma":[0.9998969,0.000007390258,0.000009843454,0.00001311513,0.00005757699,0.00001511699],"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":[0.000432538,0.0004254396,0.002719579,0.002230871,0.00003819365,0.001867902,0.0002613644,0.001435527,0.06439594,0.04758277,0.1190362,0.7595737],"study_design_scores_gemma":[0.000009628336,0.00006200549,0.001613399,0.0002941368,0.00001379819,0.0004438299,0.0001778186,0.0002644065,0.02247792,0.005032432,0.9695995,0.00001101003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01150743,0.009823,0.007122459,0.00139715,0.001209566,0.0003119636,0.002223091,0.0003306597,0.9660746],"genre_scores_gemma":[0.05103841,0.01215875,0.007396559,0.0005042756,0.0003017895,0.0001533184,0.002620449,0.0001386524,0.9256877],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1685933,"threshold_uncertainty_score":0.564001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003426371775948136,"score_gpt":0.160657691577019,"score_spread":0.1572313198010709,"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."}}