{"id":"W3113371677","doi":"10.3389/fbioe.2020.604838","title":"Response of Microbial Community to Induced Failure of Anaerobic Digesters Through Overloading With Propionic Acid Followed by Process Recovery","year":2020,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic retention time; Microbial population biology; Euryarchaeota; Anaerobic digestion; Valerate; Propionate; Food science; Acidogenesis; Biogas; Anaerobic exercise; Chemistry; Lachnospiraceae; Manure; Pulp and paper industry; Animal science; Biology; Methane; Fermentation; Butyrate; Firmicutes; Biochemistry; Environmental science; Sewage treatment; Bacteria; Environmental engineering; Agronomy; Archaea; Ecology","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":[0.0003910655,0.0004516317,0.0006322134,0.0001784385,0.0002126101,0.0005379341,0.0002948506,0.0004153308,0.0004450053],"category_scores_gemma":[0.0005433847,0.0001549592,0.0003340874,0.0002232652,0.0002488355,0.0003371359,0.0004664008,0.0003892236,0.00015133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415513,"about_ca_system_score_gemma":0.0002598572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009931665,"about_ca_topic_score_gemma":0.0006878285,"domain_scores_codex":[0.9996399,0.00004132884,0.00003707846,0.00008466301,0.0001108876,0.00008614031],"domain_scores_gemma":[0.9996583,0.00005575462,0.0001030884,0.00003112518,0.00008120779,0.00007057851],"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":[0.0005713165,0.00004597726,0.004328682,0.00005170023,0.00001143015,0.00008785294,0.00007054518,0.0002572283,0.9928923,0.000007240047,0.00001822915,0.001657495],"study_design_scores_gemma":[0.00001624581,0.001871374,0.07196482,0.00001176547,0.00003903139,0.000172255,0.0004273085,0.002965925,0.9218389,0.00005377058,0.0006167895,0.00002179835],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991276,0.0001173867,0.0005428774,0.00001248886,0.000004201268,0.00001051218,0.00008550685,0.0000124905,0.00008695018],"genre_scores_gemma":[0.9982163,0.000101688,0.0008756483,0.00002870911,0.000004115197,0.00003132226,0.0003099473,0.000007549751,0.0004246557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009931665,"threshold_uncertainty_score":0.002068162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007615760890510997,"score_gpt":0.1928639863970912,"score_spread":0.1852482255065802,"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."}}