{"id":"W2281186423","doi":"10.3389/fmicb.2017.00781","title":"Microbial Degradation of Lobster Shells to Extract Chitin Derivatives for Plant Disease Management","year":2017,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Studies on Chitinases and Chitosanases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Faculty of Graduate Studies, Dalhousie University; Department of Agriculture, Nova Scotia","keywords":"Chitin; Chitinase; Biology; Microorganism; Microbiology; 16S ribosomal RNA; Food science; Incubation; Biodegradation; Bioconversion; Botany; Bacteria; Biochemistry; Enzyme; Fermentation; Ecology; Chitosan","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":[0.00007727298,0.0001503085,0.0002172541,0.00006800994,0.0001228159,0.0000159537,0.0003220861,0.00007711006,0.000006163521],"category_scores_gemma":[0.00007671241,0.0001428016,0.0000965107,0.00002175189,0.0001448222,0.000004010214,0.0001866022,0.00003705921,0.000001178161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001343384,"about_ca_system_score_gemma":0.00002006874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006074675,"about_ca_topic_score_gemma":0.00005808653,"domain_scores_codex":[0.9991089,0.00003106641,0.0002286879,0.0003520398,0.00002240617,0.0002568702],"domain_scores_gemma":[0.9993873,0.00001070587,0.0001481018,0.0003726636,0.0000285565,0.00005269484],"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":[0.001471478,0.0001999249,0.0591507,0.0001581359,0.000238882,0.00001086939,0.00006817193,0.00003717651,0.8436531,0.00009083458,0.08560277,0.009317917],"study_design_scores_gemma":[0.003019764,0.0005265253,0.1376707,0.0001610757,0.00009817313,0.000009572584,0.0004924873,0.00002398852,0.6994081,0.000136128,0.157864,0.0005895076],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844934,0.0008460865,0.01148496,0.0003863637,0.0009470163,0.0005905819,0.0009509997,0.000004084156,0.0002965533],"genre_scores_gemma":[0.9703459,0.0003570703,0.02670399,0.0004983448,0.0002183206,0.00009899143,0.001062576,0.0000247922,0.0006900191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1442451,"threshold_uncertainty_score":0.582328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066221994746422,"score_gpt":0.2509229683546206,"score_spread":0.2402607484071564,"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."}}