{"id":"W2013123588","doi":"10.4236/ajac.2013.45033","title":"Simultaneous Quantification of Carbohydrates, Alcohols, and Toxic Components in a Bio-Based Medium Using Dual-Detection HPLC Analysis","year":2013,"lang":"en","type":"article","venue":"American Journal of Analytical Chemistry","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Chemistry; Furfural; Chromatography; Xylose; Xylitol; Monosaccharide; Acetic acid; Acetonitrile; Hydroxymethylfurfural; Bioconversion; High-performance liquid chromatography; Cellulosic ethanol; Cellulose; Organic chemistry; Fermentation","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":[0.0003546944,0.0009322012,0.0004541278,0.001066147,0.0003033801,0.000605903,0.0005594013,0.0005461161,0.0003834316],"category_scores_gemma":[0.0003882485,0.000287617,0.0002409057,0.0004165542,0.0003370452,0.0004336435,0.0005195314,0.0006260951,0.0003384415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003983125,"about_ca_system_score_gemma":0.0004332621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005856072,"about_ca_topic_score_gemma":0.001202682,"domain_scores_codex":[0.9994103,0.00009180588,0.00003159398,0.0001824046,0.0002174566,0.00006652111],"domain_scores_gemma":[0.9997187,0.00006228064,0.0000473438,0.00001683701,0.0001105305,0.00004440414],"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":[0.00005083367,0.00002322727,0.000405223,0.00003370626,0.000009671217,0.00001818776,0.000008802569,0.00004150957,0.9969642,0.00003635552,0.00002018338,0.002388155],"study_design_scores_gemma":[0.000006563257,0.00007126961,0.002222507,0.000006771333,0.00002809631,0.000178557,0.00001916382,0.002041621,0.9946636,0.00004202594,0.0007057731,0.00001397328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8872635,0.004560381,0.103772,0.0001976663,0.0001045408,0.0001683338,0.0008646864,0.000469906,0.002598988],"genre_scores_gemma":[0.8072954,0.003702034,0.1822853,0.0003924757,0.00008034342,0.0003496275,0.001384444,0.00007229718,0.004438155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001066147,"threshold_uncertainty_score":0.002889931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311951093640218,"score_gpt":0.2565276874621445,"score_spread":0.2434081765257424,"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."}}