{"id":"W4280549474","doi":"10.3390/microorganisms10051033","title":"Microbial Consortium Associated with Crustacean Shells Composting","year":2022,"lang":"en","type":"article","venue":"Microorganisms","topic":"Studies on Chitinases and Chitosanases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Microorganism; Bioconversion; Microbial population biology; Biodegradation; Flavobacterium; Chitin; Biology; Bacteria; Food science; Pseudomonas; Ecology; Botany; Biochemistry; Fermentation","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":[0.0001517419,0.0004088441,0.0002703698,0.0006331408,0.0003205219,0.0006385639,0.0001172582,0.0002640731,0.0006797852],"category_scores_gemma":[0.0003023594,0.0001160313,0.0002021474,0.000562338,0.000234991,0.0002105666,0.0005694415,0.0002082513,0.0001671166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001122436,"about_ca_system_score_gemma":0.0003325146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151187,"about_ca_topic_score_gemma":0.001705761,"domain_scores_codex":[0.9996731,0.00003417316,0.00002996071,0.00009581798,0.0001077399,0.00005924357],"domain_scores_gemma":[0.9997695,0.00002152446,0.00007103178,0.00001575058,0.00006911601,0.00005301517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001098045,0.00002530542,0.01447016,0.00009999473,0.0000125011,0.0001694125,0.000173887,0.00008424409,0.9812083,0.00002815931,0.00002380108,0.003594351],"study_design_scores_gemma":[0.000014648,0.0006953728,0.4393712,0.00007045542,0.0001009756,0.001341651,0.001589603,0.001407752,0.5516952,0.0001577842,0.003518432,0.00003690655],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977357,0.0004110989,0.0005618348,0.00001873876,0.000009677391,0.00002400505,0.0004103827,0.00001340055,0.0008152014],"genre_scores_gemma":[0.9968064,0.000435128,0.001363547,0.0000269192,0.00000687913,0.00002541008,0.0004778561,0.000005552452,0.0008523005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00151187,"threshold_uncertainty_score":0.00300616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006403208692905269,"score_gpt":0.1980339333485423,"score_spread":0.191630724655637,"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."}}