{"id":"W4402621923","doi":"10.6000/1927-520x.2024.13.12","title":"Metagenomic Analysis during Co-Digestion Buffalo Sludge and Tomato Pomace Post Thermal Stress: A Case Study","year":2024,"lang":"en","type":"article","venue":"Journal of Buffalo Science","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministero delle Politiche Agricole Alimentari e Forestali","keywords":"Pomace; Metagenomics; Digestion (alchemy); Food science; Pulp and paper industry; Chemistry; Biotechnology; Environmental science; Biology; Chromatography; Engineering; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007874955,0.0001407539,0.0002203796,0.0008401482,0.0001993719,0.0003523232,0.0001787752,0.00003480522,0.00003570748],"category_scores_gemma":[0.0000458963,0.0001120523,0.00009800133,0.001280137,0.0001311781,0.0009494674,0.00003586106,0.0001796482,0.000009481614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000144212,"about_ca_system_score_gemma":0.00007666995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001275907,"about_ca_topic_score_gemma":0.00005273784,"domain_scores_codex":[0.9987627,0.00003696161,0.0003647046,0.0002315429,0.0003875554,0.0002165263],"domain_scores_gemma":[0.9994186,0.00002837364,0.00008452527,0.0001594036,0.0001519629,0.0001571673],"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":[0.00007919156,0.0003427,0.02789634,0.0001380464,0.001424869,0.009863686,0.01088654,0.09798964,0.8425032,0.0007312071,0.0002582122,0.007886386],"study_design_scores_gemma":[0.002083889,0.001857708,0.7315255,0.0003935363,0.004007154,0.04429655,0.04111313,0.05944462,0.1121299,0.00006073055,0.001547862,0.001539472],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966099,0.001899385,0.0004790056,0.0001200697,0.0005464016,0.0001063613,0.000007992577,0.00008958306,0.0001413039],"genre_scores_gemma":[0.9994662,0.00007831339,0.0002281425,0.000008191119,0.0001563207,0.000001462651,7.329174e-7,0.00001168078,0.00004896181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7303733,"threshold_uncertainty_score":0.4569361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009232582505876006,"score_gpt":0.2570244071474032,"score_spread":0.2477918246415272,"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."}}