{"id":"W4289948519","doi":"10.1002/cjce.24593","title":"Kinetic and mechanistic aspects of furfural degradation in biorefineries","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität für Bodenkultur Wien; Österreichische Forschungsförderungsgesellschaft","keywords":"Furfural; Formic acid; Degradation (telecommunications); Chemistry; Yield (engineering); Catalysis; Biomass (ecology); Organic chemistry; Materials science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001350815,0.00006728568,0.0001275055,0.0002163785,0.00002247592,0.00001036632,0.0001304099,0.00002085256,0.00003134674],"category_scores_gemma":[0.00005765271,0.00006115867,0.00003433176,0.000238159,0.00002458655,0.00004354471,0.00001687887,0.0001927532,2.456322e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002078783,"about_ca_system_score_gemma":0.00005619666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005023445,"about_ca_topic_score_gemma":0.0002890117,"domain_scores_codex":[0.9995174,0.000006103671,0.0001973441,0.00003895762,0.0001137697,0.0001264378],"domain_scores_gemma":[0.9997389,0.00004001847,0.00003688314,0.00006826736,0.00001786648,0.0000981188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008409805,0.000003376473,0.0001331523,0.00006557165,0.00003795624,0.00004797677,0.0004028542,0.1140108,0.8816244,0.002814215,0.00009647113,0.000754821],"study_design_scores_gemma":[0.0008999842,0.0001035884,0.00117693,0.0001076325,0.00009525901,0.0007022011,0.000221742,0.257438,0.7356904,0.001104246,0.002091107,0.0003689806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998765,0.0006959258,0.0001681987,0.0001128636,0.0001511094,0.00003052635,0.000007004081,0.000007375847,0.00006201601],"genre_scores_gemma":[0.9998016,0.000002499474,0.0001493531,0.000006251137,0.00002088506,0.000001449783,0.000003521775,0.00001198029,0.00000249713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1459341,"threshold_uncertainty_score":0.2493978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004915173553058697,"score_gpt":0.1527327598486012,"score_spread":0.1478175862955425,"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."}}