{"id":"W2954547488","doi":"10.1016/j.wasman.2019.10.004","title":"Modelling hydrolysis: Simultaneous versus sequential biodegradation of the hydrolysable fractions","year":2019,"lang":"en","type":"article","venue":"Waste Management","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Anaerobic digestion; Biosolids; Biodegradation; Fractionation; Hydrolysis; Chemistry; Degradation (telecommunications); Fraction (chemistry); Anaerobic exercise; Pulp and paper industry; Activated sludge; Sewage sludge; Straw; Limiting; Chromatography; Methane; Sewage treatment; Environmental science; Environmental engineering; Organic chemistry; Computer science; Inorganic chemistry","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":[0.00007500157,0.00009148403,0.00008452409,0.00007380596,0.00004989122,0.00001894125,0.0001198772,0.00003445633,0.00008335002],"category_scores_gemma":[0.000002453058,0.00007531428,0.00006689559,0.0002335347,0.00001566668,0.0001042514,0.00003993352,0.00007388446,0.0001081175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000639148,"about_ca_system_score_gemma":0.000003218503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002210447,"about_ca_topic_score_gemma":0.000004279357,"domain_scores_codex":[0.9993747,0.00001361247,0.0001646287,0.0001404186,0.0001823959,0.0001241957],"domain_scores_gemma":[0.9996118,0.00001031295,0.0000446341,0.0002927773,0.00002136745,0.00001910369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001603461,0.00001793535,0.000008207178,0.00002442542,0.00009100439,4.457095e-7,0.00003643561,0.9926162,0.001066901,0.004154297,0.0002342345,0.001733865],"study_design_scores_gemma":[0.0003933752,0.00002119895,0.000003975577,0.0000275676,0.00008336757,5.674909e-7,0.0003274531,0.9694386,0.005530036,0.00006758816,0.02400828,0.0000980701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8827311,0.0002106785,0.052844,0.0004004262,0.004733957,0.0008416408,0.000009162794,0.0003689247,0.05786016],"genre_scores_gemma":[0.9961004,0.00007961378,0.0005263409,0.00001124685,0.00005667167,0.000007477156,0.00001131175,0.00001353533,0.003193391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133694,"threshold_uncertainty_score":0.3071227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196262299243861,"score_gpt":0.1983000987422731,"score_spread":0.1863374757498345,"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."}}