{"id":"W3037781302","doi":"10.1016/j.biortech.2020.123751","title":"Methanogenic pathway and microbial succession during start-up and stabilization of thermophilic food waste anaerobic digestion with biochar","year":2020,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":150,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Research Foundation Singapore; National Research Foundation","keywords":"Biochar; Clostridia; Anaerobic digestion; Thermophile; Chemistry; Food waste; Methanosarcina; Pulp and paper industry; Methanogenesis; Bacteria; Food science; Methane; Environmental chemistry; Waste management; Biology; Pyrolysis; Biochemistry; Ecology; Organic chemistry; Enzyme","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":[0.00005532899,0.0001577812,0.000182845,0.000208445,0.00006242345,0.00001218773,0.00007870331,0.0001791078,0.000009247638],"category_scores_gemma":[0.00002476444,0.0001341923,0.00001771338,0.0004381383,0.0001909496,0.00007847021,0.00005829064,0.0001273029,0.000001487306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002170159,"about_ca_system_score_gemma":0.00000931246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003588846,"about_ca_topic_score_gemma":0.00001065012,"domain_scores_codex":[0.9992742,0.00002063739,0.0001875539,0.000274081,0.0000790477,0.0001644602],"domain_scores_gemma":[0.9996809,0.000007243756,0.00006722565,0.0001450849,0.00004027072,0.00005931836],"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":[0.00006120258,0.00001207756,0.002368406,0.00007855519,0.00002867748,0.00000116532,0.000352917,0.0002327238,0.9912304,0.0009303059,0.000008912599,0.004694604],"study_design_scores_gemma":[0.0007187769,0.0005131713,0.002346683,0.00006083095,0.00002821402,0.00002560924,0.0008140364,0.0002680287,0.9944286,0.00004739623,0.0005534838,0.0001951336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965227,0.001244399,0.0008610107,0.0006710576,0.00004547945,0.0002164311,0.00001323534,0.0004160175,0.000009665377],"genre_scores_gemma":[0.9993505,0.0002001091,0.000338537,0.00001378096,0.00004045443,0.000007798382,0.00001335632,0.00002718614,0.000008216753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004499471,"threshold_uncertainty_score":0.5472205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008357703393151538,"score_gpt":0.1733887885054906,"score_spread":0.165031085112339,"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."}}