{"id":"W4379739785","doi":"10.1016/j.ijbiomac.2023.125227","title":"Production of nanocellulose using acidic deep eutectic solvents based on choline chloride and carboxylic acids: A review","year":2023,"lang":"en","type":"review","venue":"International Journal of Biological Macromolecules","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Nanocellulose; Choline chloride; Levulinic acid; Deep eutectic solvent; Eutectic system; Chemistry; Materials science; Oxalic acid; Organic chemistry; Nanotechnology; Catalysis; Cellulose","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":[0.0004297542,0.001034683,0.001083695,0.001379519,0.0001954047,0.0007236907,0.0006212676,0.0006276243,0.001191248],"category_scores_gemma":[0.0003897118,0.0003965763,0.0005583793,0.001531038,0.0002368691,0.0009170273,0.0004572435,0.0007572442,0.0006975962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003587464,"about_ca_system_score_gemma":0.0006312666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008051854,"about_ca_topic_score_gemma":0.001398675,"domain_scores_codex":[0.9998465,0.00001203434,0.00002301294,0.00003678456,0.00006218153,0.00001948331],"domain_scores_gemma":[0.9998273,0.00007133316,0.00004198474,0.000007404248,0.00003980403,0.00001225829],"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":[0.0001628413,0.0002135949,0.0002919855,0.04792183,0.0002085881,0.0004162258,0.0001173709,0.001256752,0.07904443,0.003938874,0.006847785,0.8595797],"study_design_scores_gemma":[0.00003699918,0.000562419,0.001508273,0.003320527,0.0004023566,0.00126535,0.0001113255,0.0004412188,0.07045902,0.001099838,0.9207247,0.00006790635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002204844,0.9953769,0.0007034516,0.0001067616,0.0001330995,0.00001827897,0.00004321689,0.00001134514,0.001402076],"genre_scores_gemma":[0.00514132,0.9924975,0.001009046,0.00007510269,0.0000563909,0.00001910845,0.00004958983,0.000004122022,0.001147673],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001379519,"threshold_uncertainty_score":0.003985167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149529816997439,"score_gpt":0.3993655954523515,"score_spread":0.2844126137526076,"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."}}