{"id":"W3011374870","doi":"10.3390/w12030887","title":"Comparative Analysis of Bacterial and Archaeal Community Structure in Microwave Pretreated Thermophilic and Mesophilic Anaerobic Digesters Utilizing Mixed Sludge under Organic Overloading","year":2020,"lang":"en","type":"article","venue":"Water","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Mesophile; Methanosaeta; Methanogenesis; Microbial population biology; Anaerobic digestion; Thermophile; Biogas; Food science; Biology; Methane; Pulp and paper industry; Chemistry; Bacteria; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00008383529,0.000164335,0.0003563803,0.0001777994,0.00005561154,0.00002996194,0.00007044536,0.0000811734,0.00007975541],"category_scores_gemma":[0.000005609001,0.0001289053,0.00003576374,0.0003519213,0.0001026042,0.0001305633,0.00006530248,0.0002223289,0.000001071554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003259299,"about_ca_system_score_gemma":0.000004489787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000823094,"about_ca_topic_score_gemma":0.0005637005,"domain_scores_codex":[0.999248,0.0001200173,0.0002189782,0.0001735904,0.00006760248,0.0001718272],"domain_scores_gemma":[0.9997268,0.00002387814,0.00003090233,0.0001282863,0.00002169962,0.00006841927],"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":[0.00005706815,0.00001223896,0.003569082,0.00003240643,0.0003461972,0.000001385993,0.01313641,0.001154191,0.9814014,0.0001103924,0.00001343438,0.0001658203],"study_design_scores_gemma":[0.001103251,0.0001705112,0.3668427,0.00004249978,0.0004221499,0.000007820494,0.00376838,0.003515806,0.6234913,0.0001624019,0.00009627425,0.0003768754],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993362,0.0001240956,0.00004021755,0.0001706342,0.00006022127,0.0001327465,0.0000247676,0.00005449918,0.00005662342],"genre_scores_gemma":[0.9996562,0.00003521533,0.00006195407,0.00004480517,0.00002529099,0.000001500177,0.0001575483,0.0000126374,0.00000486614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3632736,"threshold_uncertainty_score":0.5256606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483603050437183,"score_gpt":0.2233336924188233,"score_spread":0.1984976619144515,"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."}}