{"id":"W1971453326","doi":"10.1016/j.watres.2011.11.043","title":"Modeling volatile organic sulfur compounds in mesophilic and thermophilic anaerobic digestion of methionine","year":2011,"lang":"en","type":"article","venue":"Water Research","topic":"Industrial Gas Emission Control","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mesophile; Thermophile; Sulfur; Chemistry; Methionine; Anaerobic digestion; Degradation (telecommunications); Kinetics; Digestion (alchemy); Chromatography; Organic chemistry; Biochemistry; Enzyme; Methane; Biology; Amino acid; Bacteria","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":[0.001298592,0.0001106487,0.0002103497,0.000367033,0.00005292854,0.00001875226,0.000178562,0.0001401107,0.0002860317],"category_scores_gemma":[0.00006997168,0.00008372922,0.00002326524,0.0002789646,0.00005622298,0.0001134117,0.00009280651,0.0005090546,0.0000206382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006602948,"about_ca_system_score_gemma":0.00002366324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002959592,"about_ca_topic_score_gemma":0.00004619092,"domain_scores_codex":[0.9986903,0.0001626454,0.000289232,0.0001776793,0.0002828133,0.0003973088],"domain_scores_gemma":[0.9995258,0.00003167744,0.00000885127,0.0002391948,0.0001103661,0.00008412405],"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":[0.0000865773,0.00003149078,0.000919944,0.00004606101,0.00002046624,0.000007774541,0.002629194,0.003674123,0.9911993,0.0001485132,0.00003449673,0.001202116],"study_design_scores_gemma":[0.001753734,0.000189996,0.002558704,0.0001529958,0.00001197565,0.00001106527,0.0002590035,0.4593714,0.5310319,0.004271493,0.0001085327,0.0002791886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979868,0.0002134254,0.0002598072,0.0001008777,0.00006282951,0.0002572231,0.00000160048,0.00005515827,0.001062296],"genre_scores_gemma":[0.9995167,0.00003856925,0.0001925178,0.000003019724,0.00005428009,0.00001894334,0.000005521737,0.00003430014,0.0001361607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4601673,"threshold_uncertainty_score":0.3414379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016272037081014,"score_gpt":0.2968488051059975,"score_spread":0.1952216013978962,"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."}}