{"id":"W2968312343","doi":"10.1002/cssc.201902007","title":"Cover Feature: Mechanoenzymatic Breakdown of Chitinous Material to <i>N</i>‐Acetylglucosamine: The Benefits of a Solventless Environment (ChemSusChem 15/2019)","year":2019,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Studies on Chitinases and Chitosanases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Chitin; Chitinase; N-Acetylglucosamine; Hydrolysis; Biomass (ecology); Chemistry; Ball mill; Cover (algebra); Shrimp; Pulp and paper industry; Environmental chemistry; Carbon fibers; Environmental science; Chemical engineering; Enzyme; Materials science; Engineering; Biology; Ecology; Biochemistry; Composite material; Chitosan; Mechanical 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":[0.0001605948,0.000875406,0.000726083,0.0007437557,0.0004619115,0.0005195452,0.0007325009,0.00109438,0.2238638],"category_scores_gemma":[0.0003611966,0.0004232546,0.0004839667,0.0006522614,0.0002322571,0.001014983,0.0005223964,0.001157363,0.04695071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004374854,"about_ca_system_score_gemma":0.0002006947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002757646,"about_ca_topic_score_gemma":0.0006541609,"domain_scores_codex":[0.9997457,0.000004713511,0.000006213937,0.00004427569,0.0001635247,0.00003561331],"domain_scores_gemma":[0.9997928,0.00005492798,0.00003408829,0.00002246321,0.00004775512,0.00004803961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000274204,0.00009032338,0.00009870822,0.0005794586,0.00001912953,0.0002869565,0.00002177636,0.0002146812,0.3125166,0.001793774,0.6185303,0.06557412],"study_design_scores_gemma":[0.0001422082,0.0003860037,0.003521519,0.0001428554,0.00001826165,0.001205642,0.00002824882,0.003122456,0.3585595,0.001604292,0.631197,0.00007198279],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05161821,0.02019837,0.04982626,0.01606118,0.03846113,0.0008198329,0.02979393,0.03235168,0.7608694],"genre_scores_gemma":[0.1766913,0.01441089,0.02521873,0.006851071,0.006606244,0.0007735618,0.02449089,0.005834244,0.7391231],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2238638,"threshold_uncertainty_score":0.748899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005008260145877075,"score_gpt":0.197741451778883,"score_spread":0.1927331916330059,"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."}}