{"id":"W4254000165","doi":"10.1016/s1351-4180(08)70231-9","title":"Canada planning the first big cellulose ethanol plants","year":2008,"lang":"en","type":"article","venue":"Focus on Catalysts","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ascorbyl palmitate; Chemistry; Yield (engineering); Lipase; Salt (chemistry); Ethanol; Ionic liquid; Catalysis; Hydrate; Cellulose; Nuclear chemistry; Organic chemistry; Enzyme; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004862151,0.0001232959,0.0000914733,0.00004213164,0.0001630222,0.000009191616,0.0001597259,0.00006180668,0.00002380218],"category_scores_gemma":[0.000006521627,0.00008762957,0.00003020157,0.0001057507,0.00002975876,0.00003030107,0.0000206263,0.0001867666,0.0001341517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009942789,"about_ca_system_score_gemma":0.0000653371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06142147,"about_ca_topic_score_gemma":0.02681629,"domain_scores_codex":[0.9993355,0.000008367158,0.0001113553,0.0001510672,0.0001957876,0.0001979211],"domain_scores_gemma":[0.999633,0.00002595974,0.00002061321,0.0002477994,0.00001130868,0.00006136118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003514808,0.00002701457,0.001280706,0.00008949573,0.00006795664,0.000236549,0.0009109682,0.00133966,0.003138282,0.0000110746,0.9889422,0.003920937],"study_design_scores_gemma":[0.0003129222,0.00002707984,0.003269378,0.00003487082,0.000008085476,0.00007623569,0.00007093627,0.0007332237,0.4749587,0.0000131144,0.5202378,0.0002576061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702674,0.001625151,0.00004564417,0.005464097,0.003857151,0.0003200069,0.00007962929,0.000406569,0.01793434],"genre_scores_gemma":[0.9985237,0.00003852407,0.000005721929,0.0003306539,0.0002578923,0.000006171977,0.00002111334,0.00001681925,0.0007994674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4718204,"threshold_uncertainty_score":0.9909418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766261839791071,"score_gpt":0.189377271814381,"score_spread":0.1717146534164703,"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."}}