{"id":"W4309461287","doi":"10.3390/su142215337","title":"Cellulose Textiles from Hemp Biomass: Opportunities and Challenges","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Chemicals (Canada); University of Alberta","funders":"National Research Council Canada","keywords":"Cellulosic ethanol; Pulp and paper industry; Raw material; Biomass (ecology); Waste management; Miscanthus; Environmental science; Bioenergy; Engineering; Cellulose; Biofuel; Agronomy; Chemistry; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006661012,0.0004751139,0.0003588105,0.000402146,0.0005746059,0.002329813,0.0004785791,0.001213401,0.002041981],"category_scores_gemma":[0.0001899428,0.0002339506,0.000296013,0.0004926482,0.0006933084,0.002078606,0.0008426009,0.001058063,0.001159177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007804408,"about_ca_system_score_gemma":0.0006752135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004843146,"about_ca_topic_score_gemma":0.001409121,"domain_scores_codex":[0.9997354,0.00003171144,0.000009583066,0.00004906892,0.0001123944,0.00006191209],"domain_scores_gemma":[0.9998598,0.00003814972,0.00003097474,0.000006719756,0.00003053963,0.00003375413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002278064,0.0003885579,0.004709654,0.00550598,0.00005688365,0.004533897,0.0008069325,0.006028598,0.3062724,0.06281187,0.01594017,0.5927173],"study_design_scores_gemma":[0.00002925967,0.0007395335,0.007213309,0.001350229,0.00004551508,0.005292485,0.004979166,0.01231093,0.1845351,0.06028731,0.7230874,0.0001297744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2412791,0.6385117,0.01656871,0.02333027,0.0008934694,0.00004576777,0.000264559,0.0001454975,0.07896096],"genre_scores_gemma":[0.4431784,0.5263722,0.01091931,0.001220891,0.0007069604,0.0000473605,0.0002076703,0.00003884668,0.01730841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002329813,"threshold_uncertainty_score":0.006831169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06377085917671052,"score_gpt":0.2973554710019039,"score_spread":0.2335846118251934,"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."}}