{"id":"W2949230070","doi":"10.1002/cssc.201901310","title":"Mechanoenzymatic Breakdown of Chitinous Material to <i>N</i> ‐Acetylglucosamine: The Benefits of a Solventless Environment","year":2019,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Studies on Chitinases and Chitosanases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centre in Green Chemistry and Catalysis; Fonds de recherche du Québec – Nature et technologies; Cape Breton University; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Chemistry; N-Acetylglucosamine; Nanotechnology; Chitin; Polymer science; Chemical engineering; Materials science; Organic chemistry; Chitosan; Engineering; Enzyme","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":[0.0001628306,0.0003706708,0.000134609,0.0001004133,0.0000742901,0.0001686574,0.0001845963,0.0002031798,0.0004874149],"category_scores_gemma":[0.0001563661,0.00009532161,0.000171522,0.0001160587,0.0002454818,0.0002504168,0.0001569289,0.0003639102,0.0001576667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250431,"about_ca_system_score_gemma":0.0001340694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002579764,"about_ca_topic_score_gemma":0.000552157,"domain_scores_codex":[0.9998899,0.000013986,0.000008574932,0.00003276372,0.0000289181,0.0000258058],"domain_scores_gemma":[0.9999208,0.00001335165,0.00003692389,0.000009361222,0.00000833073,0.00001115102],"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":[0.00000826523,0.000007760053,0.00005387032,0.00003345376,0.000002119866,0.00002371747,0.000008234027,0.00003102491,0.9982659,0.00006211064,0.00002138822,0.001482114],"study_design_scores_gemma":[0.000001638045,0.00008208273,0.0007372786,0.000001698839,0.000002610182,0.00009594257,0.000006933004,0.0001729531,0.9981647,0.00001652759,0.0007142917,0.000003314092],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670786,0.00464348,0.02463182,0.0001308946,0.00009845379,0.00006211973,0.0001111842,0.0001661478,0.003077294],"genre_scores_gemma":[0.987832,0.001697647,0.008550488,0.00007546111,0.0000162658,0.00001836139,0.00008827919,0.00001771696,0.00170379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004874149,"threshold_uncertainty_score":0.001630545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005406748686807771,"score_gpt":0.1962516877553609,"score_spread":0.1908449390685532,"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."}}