{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001644463,0.0003574273,0.0004960723,0.00003881284,0.00006961251,0.00001740796,0.0005020663,0.0001977474,0.0002613144],"category_scores_gemma":[0.00005666555,0.0002759359,0.0002632193,0.0001332204,0.0001263661,0.000005598099,0.0004771895,0.000120952,0.00006436018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001975325,"about_ca_system_score_gemma":0.0000513874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002861612,"about_ca_topic_score_gemma":0.00001101553,"domain_scores_codex":[0.998228,0.00003378328,0.0004385489,0.0005075011,0.0003681336,0.0004240345],"domain_scores_gemma":[0.9985613,0.00004446536,0.000308471,0.0008932886,0.00007689634,0.0001156233],"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":[0.0002890774,0.0002057915,0.0006399861,0.0001998545,0.0002030946,9.493935e-7,0.0001213558,0.0001435691,0.9827421,0.0001595868,0.01465533,0.0006392524],"study_design_scores_gemma":[0.0009137092,0.0004273616,0.002516606,0.00008108613,0.00007276366,0.00001875055,0.0002974135,0.00001109564,0.979554,0.00001296354,0.01578644,0.0003078291],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945509,0.001729722,0.00005972104,0.0003981723,0.0003084464,0.0006141631,0.0003403236,0.0000129133,0.001985603],"genre_scores_gemma":[0.9970811,0.0003547659,0.000578657,0.0003559824,0.000317824,0.00006139954,0.0002322855,0.00005239146,0.0009655798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003188179,"threshold_uncertainty_score":0.9999693,"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."}}