{"id":"W3132731571","doi":"10.15376/biores.16.2.2524-2547","title":"An integrated approach for hemicellulose extraction from forest residue","year":2021,"lang":"en","type":"article","venue":"BioResources","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Australian Research Council","keywords":"Hemicellulose; Extraction (chemistry); Pulp and paper industry; Residue (chemistry); Materials science; Xylan; Sawdust; Chemistry; Chromatography; Lignin; Cellulose; Waste management; Organic chemistry","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":[0.0001067226,0.0004510715,0.0003441422,0.0002392353,0.0001836423,0.0002068366,0.0002621801,0.0002857946,0.0004638857],"category_scores_gemma":[0.00006708489,0.000137954,0.0002466193,0.0002686465,0.0001349876,0.0002708779,0.0002755443,0.0005887168,0.0002629887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001929359,"about_ca_system_score_gemma":0.0003824994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005822581,"about_ca_topic_score_gemma":0.002020662,"domain_scores_codex":[0.9998822,0.00001060577,0.000008149363,0.00002975397,0.00004890974,0.0000204315],"domain_scores_gemma":[0.999959,0.00000525167,0.00001223388,0.000004833583,0.000009894703,0.000008740184],"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":[0.00001412225,0.00001383873,0.00005207052,0.0000354151,0.000003546828,0.00001509156,0.000005307487,0.00005223989,0.9979563,0.00003618171,0.00001016872,0.001805659],"study_design_scores_gemma":[0.000005430693,0.00009445225,0.0009744607,0.000003356325,0.0000122306,0.0001436254,0.000008930053,0.0009061179,0.9964339,0.00002812141,0.001382404,0.000006924857],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8861464,0.002532075,0.1074764,0.0001183178,0.00005013372,0.000224144,0.0004327495,0.0003186527,0.002701065],"genre_scores_gemma":[0.9049019,0.001938343,0.0884011,0.00007100813,0.00002307496,0.0001562233,0.0007360575,0.00004519741,0.003727114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005822581,"threshold_uncertainty_score":0.001551807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476201532994214,"score_gpt":0.221044559349053,"score_spread":0.2062825440191109,"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."}}