{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000103083,0.0001792624,0.000170113,0.00002805236,0.000561045,0.00002873967,0.0002151339,0.00004594015,0.0003633752],"category_scores_gemma":[0.00004250959,0.0001745232,0.00006956247,0.0001320221,0.00010418,0.000001600213,0.0003548624,0.0001456779,0.000008343637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003579934,"about_ca_system_score_gemma":0.00008161455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002331606,"about_ca_topic_score_gemma":0.0001096627,"domain_scores_codex":[0.9989232,0.00007964445,0.0001768496,0.0003565225,0.0001368831,0.0003269426],"domain_scores_gemma":[0.9995253,0.00002134872,0.0001157057,0.0002266619,0.00005220894,0.0000587707],"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":[0.00008676794,0.0001411127,0.004599018,0.000004633874,0.0001269795,0.00002911072,0.00009246344,0.0000902761,0.9805806,0.00001629211,0.01408206,0.0001506691],"study_design_scores_gemma":[0.001392585,0.0008365687,0.006550957,0.00001174341,0.00005594842,0.0001298734,0.001555648,0.000005010338,0.9463322,0.000007571493,0.04270529,0.0004166396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971164,0.0004624878,0.00008618011,0.0002115313,0.0001731276,0.0001625762,0.0002261847,0.00003615431,0.001525334],"genre_scores_gemma":[0.9968916,0.00001394005,0.0002745849,0.001273641,0.0001264493,0.0000143851,0.0004368615,0.00004539307,0.0009231249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03424845,"threshold_uncertainty_score":0.7116849,"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."}}