{"id":"W2283032667","doi":"10.14288/1.0074254","title":"Forest residues as a potential feedstock for a biorefinery : material balance and pretreatment strategies","year":2013,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biorefinery; Raw material; Environmental science; Waste management; Pulp and paper industry; Chemistry; Engineering","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":[0.0008039051,0.0006465893,0.0003618137,0.0008548452,0.000387006,0.0007823649,0.000373286,0.0005636799,0.0008491113],"category_scores_gemma":[0.0003193253,0.0002378474,0.0003673097,0.000772906,0.0003971133,0.001228578,0.0003664347,0.001261124,0.0005136261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006339016,"about_ca_system_score_gemma":0.0005514207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001407781,"about_ca_topic_score_gemma":0.004904021,"domain_scores_codex":[0.9995962,0.00004769122,0.00002368619,0.00007835398,0.000199281,0.00005489142],"domain_scores_gemma":[0.9998543,0.00002488535,0.00003780179,0.00001481465,0.00005531491,0.00001280913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006644181,0.00007154106,0.0007058395,0.0003785457,0.00001019014,0.00009293876,0.00005071289,0.0008764266,0.9727035,0.00066905,0.00007148753,0.02430336],"study_design_scores_gemma":[0.000005008789,0.0002688985,0.004115162,0.0001024822,0.00002673425,0.0001495681,0.0001278889,0.00231545,0.9855474,0.0005311219,0.00678938,0.00002082788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8505506,0.02180328,0.1134078,0.0005511477,0.0001231105,0.0006349336,0.0005915515,0.0002548897,0.01208261],"genre_scores_gemma":[0.8878888,0.01298587,0.09264436,0.0001950281,0.00004453022,0.0002537272,0.000618315,0.00007343025,0.005295817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001407781,"threshold_uncertainty_score":0.004599273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004237242603220591,"score_gpt":0.1517293723952248,"score_spread":0.1474921297920042,"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."}}