{"id":"W2595231848","doi":"10.15376/biores.12.2.2609-2617","title":"Dilute Sulfuric Acid Hydrolysis of Pennisetum (sp.) Hemicellulose","year":2017,"lang":"en","type":"article","venue":"BioResources","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Hemicellulose; Xylose; Sulfuric acid; Hydrolysis; Hydrolysate; Chemistry; Pennisetum; Acid hydrolysis; Fourier transform infrared spectroscopy; Xylan; Yield (engineering); Extraction (chemistry); Nuclear chemistry; Materials science; Chromatography; Organic chemistry; Chemical engineering; Botany; 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":[0.0001886913,0.0003833049,0.0003063415,0.0001723811,0.0001452937,0.0002720615,0.00009306842,0.0002235764,0.0002684616],"category_scores_gemma":[0.0001536926,0.0001005313,0.0001926999,0.0002592794,0.0001318412,0.0002269672,0.0001750824,0.0002972344,0.00009584377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717816,"about_ca_system_score_gemma":0.0002099187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009859825,"about_ca_topic_score_gemma":0.002260104,"domain_scores_codex":[0.9998833,0.00002153586,0.00001043966,0.00002169778,0.00004381366,0.00001907048],"domain_scores_gemma":[0.9999359,0.00001477264,0.00001984588,0.000003908639,0.00001651239,0.000009077636],"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":[0.00004030198,0.00001026411,0.0003222073,0.00004827169,0.000006501432,0.00003592592,0.00001221674,0.0000864659,0.9976045,0.00001207972,0.000006241774,0.001814901],"study_design_scores_gemma":[0.000002936951,0.0001202195,0.003767358,0.000004858046,0.00001360451,0.0000655902,0.00002998276,0.0002517016,0.995162,0.00001329417,0.0005651714,0.000003276309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961845,0.001344568,0.001613362,0.00004462504,0.000007645687,0.00001446161,0.00007983479,0.000006715615,0.000704333],"genre_scores_gemma":[0.9951114,0.001470307,0.001916577,0.00003498993,0.000007262612,0.00001278652,0.0002580671,0.000004577336,0.001184036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009859825,"threshold_uncertainty_score":0.001960456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064468540396202,"score_gpt":0.2044059043922894,"score_spread":0.1937612189883274,"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."}}