{"id":"W4220941475","doi":"10.1021/acs.est.1c08722","title":"Principles, Advances, and Perspectives of Anaerobic Digestion of Lipids","year":2022,"lang":"en","type":"review","venue":"Environmental Science & Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"H2020 European Research Council; Wageningen University and Research; Enterprise Ireland; Fundação para a Ciência e a Tecnologia; Universidade de Santiago de Compostela; Ministerie van Onderwijs, Cultuur en Wetenschap; Irish Research Council; European Commission; Technische Universiteit Delft; National University of Ireland; Agencia Nacional de Investigación e Innovación; Science Foundation Ireland; Universidade do Minho","keywords":"Anaerobic digestion; Bioreactor; Biochemical engineering; Sewage treatment; Anaerobic exercise; Wastewater; Waste management; Environmental science; Methanogenesis; Chemistry; Engineering; Methane; Biology; 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00055035,0.000346762,0.0009175418,0.0007910922,0.0002565921,0.000009220084,0.001384658,0.0002836455,0.001891685],"category_scores_gemma":[0.0001857063,0.0003117019,0.000117734,0.002117055,0.009546916,0.0003699163,0.002421203,0.0004644481,0.00003658321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000859904,"about_ca_system_score_gemma":0.00005958179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001749915,"about_ca_topic_score_gemma":0.000006594465,"domain_scores_codex":[0.9972353,0.00006328052,0.0006833563,0.0009486592,0.000668816,0.0004005913],"domain_scores_gemma":[0.998209,0.00007095003,0.0008360046,0.00081772,0.000002412669,0.00006393855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002863214,0.0001470907,0.0006672226,0.0004045118,0.00001117358,0.000002745844,0.0001576449,0.00006052385,0.00240682,0.001951994,0.000006874393,0.9941806],"study_design_scores_gemma":[0.0001007336,0.0003429855,0.0002901161,0.0002022747,0.00007201717,0.00006420675,0.001215845,0.00001252858,0.002365722,0.0002729298,0.9947451,0.0003155075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00800556,0.9888669,0.00003393721,0.00003947393,0.00008834159,0.0007173624,0.00004486286,0.0001215004,0.002082102],"genre_scores_gemma":[0.02100937,0.9767436,0.00189228,0.000002782476,0.000005848046,0.0001145323,0.00001175375,0.0000226386,0.0001972243],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9947383,"threshold_uncertainty_score":0.9999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631889793026147,"score_gpt":0.2752451764444799,"score_spread":0.2489262785142184,"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."}}