{"id":"W4386542835","doi":"10.1016/b978-0-443-13784-6.00019-6","title":"Basic reactions of biomass conversion","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biomass (ecology); Biochemical engineering; Chemical reaction; Computer science; Chemistry; Engineering; Ecology; Organic chemistry; Biology","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":[0.000229364,0.0001958865,0.000302844,0.00002889799,0.0001170813,0.00001505343,0.0001970462,0.0002956034,0.0007737728],"category_scores_gemma":[0.00001412478,0.00008270216,0.0002065028,0.00002322327,0.0001389154,0.00002462622,0.0001202297,0.0001733457,0.0002524457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007136833,"about_ca_system_score_gemma":0.0000383336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008233346,"about_ca_topic_score_gemma":0.0001095309,"domain_scores_codex":[0.9989613,0.00001866988,0.0003654324,0.0003148868,0.0001583027,0.0001814131],"domain_scores_gemma":[0.9993915,0.0001385221,0.0001925952,0.00009522926,0.0001039913,0.00007814273],"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":[0.000009697268,0.000007427292,0.00004872296,0.00008989467,0.00004029304,0.000006550107,0.00003672543,2.056888e-8,0.001006743,0.00476619,0.0002316029,0.9937561],"study_design_scores_gemma":[0.00004831194,0.00007076383,0.001001903,0.0000955914,0.00002131696,0.000002341047,0.00006105024,4.936855e-7,0.0005760781,0.009352585,0.9885697,0.000199887],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00500746,0.00007802152,6.952295e-8,0.0006269421,0.000306272,0.000354205,0.00007951326,0.00008260376,0.9934649],"genre_scores_gemma":[0.007605142,0.00006280288,0.00001946638,0.0001010282,0.0001127932,0.00001378906,0.00008440268,0.000002427384,0.9919981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9935563,"threshold_uncertainty_score":0.847227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168616898961532,"score_gpt":0.2103266050669292,"score_spread":0.1886404360773138,"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."}}