{"id":"W2024066337","doi":"10.1016/j.jenvman.2013.03.042","title":"Evaluation of single vs. staged mesophilic anaerobic digestion of kitchen waste with and without microwave pretreatment","year":2013,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":99,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Acidogenesis; Anaerobic digestion; Mesophile; Biogas; Hydraulic retention time; Methane; Chemistry; Pulp and paper industry; Waste management; Anaerobic exercise; Wastewater; Organic chemistry; Medicine; Biology","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":[0.0006138281,0.000153625,0.0002422988,0.0001105072,0.00003706662,0.00001497211,0.00016043,0.00004486589,0.0007548887],"category_scores_gemma":[0.00001293776,0.0001163858,0.0000466911,0.00009878269,0.0002735844,0.0003666149,0.0001556401,0.00007594094,0.00001622812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003500808,"about_ca_system_score_gemma":0.000004966329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002449102,"about_ca_topic_score_gemma":0.000008605735,"domain_scores_codex":[0.9981111,0.0001041521,0.0004719006,0.0001824001,0.0009918006,0.0001386803],"domain_scores_gemma":[0.9990019,0.00001581115,0.0006775816,0.0002341831,0.00001511804,0.00005544392],"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":[0.0001452347,0.0008808804,0.08165424,0.00005996482,0.0003639,0.000004467558,0.0006978873,0.00937227,0.8485962,0.00002721183,0.0002727817,0.05792502],"study_design_scores_gemma":[0.002910938,0.002327419,0.5384179,0.0001294188,0.0006918326,0.00002993209,0.00236298,0.0007309272,0.4511539,0.0009355487,0.00008607229,0.0002230403],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973722,0.0001967109,0.0002703195,0.0001325625,0.0000266273,0.0007146286,0.000002935855,0.000006276248,0.001277761],"genre_scores_gemma":[0.9930466,0.000178211,0.006539893,0.00001679947,0.000006603698,0.0000188406,0.000002659527,0.000012158,0.0001782297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4567637,"threshold_uncertainty_score":0.8265502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425774717851704,"score_gpt":0.2186361614114786,"score_spread":0.2043784142329615,"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."}}