{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009346693,0.0001723339,0.0002632369,0.00001977726,0.00003654808,0.000006505024,0.0002804914,0.00007628308,0.0001194463],"category_scores_gemma":[0.00002588361,0.0001283325,0.0001320551,0.00006306587,0.0000664407,0.000001764004,0.0002782187,0.00004414846,0.00001822484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007376133,"about_ca_system_score_gemma":0.0000218188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000209946,"about_ca_topic_score_gemma":0.00001023403,"domain_scores_codex":[0.9990124,0.00001783241,0.0002938167,0.0002645027,0.0001873427,0.0002241337],"domain_scores_gemma":[0.9992181,0.00002053811,0.0001577433,0.0005135423,0.00003466843,0.00005537744],"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":[0.0001239039,0.0001197601,0.0006934222,0.0001207979,0.00008928859,3.266029e-7,0.0001026176,0.0001255904,0.9963484,0.0001793818,0.001018551,0.001077921],"study_design_scores_gemma":[0.0004506554,0.0003404553,0.002511987,0.00004413682,0.00003087171,0.00000778241,0.0003622088,0.000006015854,0.9921352,0.00001253725,0.003952803,0.0001453802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971897,0.0006343131,0.00004376669,0.0001709724,0.0001643607,0.000343231,0.000132244,0.000005444518,0.001315991],"genre_scores_gemma":[0.9988587,0.0001752988,0.0003022539,0.0001824294,0.0001661603,0.00003662505,0.00006864536,0.00002251939,0.0001873064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004213273,"threshold_uncertainty_score":0.5233248,"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."}}