{"id":"W3197894951","doi":"10.32920/ryerson.14655789.v1","title":"Classification of Anaerobic Digesters","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Anaerobic digestion; Anaerobic exercise; Renewable energy; Biomass (ecology); Environmental science; Waste management; Energy recovery; Biodegradable waste; Biochemical engineering; Pulp and paper industry; Engineering; Energy (signal processing); Biology; Methane; Ecology; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001041591,0.001800062,0.0009314624,0.006482285,0.001463974,0.004101358,0.001608669,0.001429082,0.006726372],"category_scores_gemma":[0.001807901,0.0003387824,0.001112062,0.004752247,0.00101958,0.001629478,0.001080537,0.001394669,0.007291766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001554047,"about_ca_system_score_gemma":0.001991695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003595656,"about_ca_topic_score_gemma":0.001907161,"domain_scores_codex":[0.9962016,0.0003205599,0.0007143443,0.0005593368,0.001655111,0.0005490595],"domain_scores_gemma":[0.9976473,0.000255097,0.0005672305,0.00020688,0.001091624,0.0002318739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001377296,0.0006824109,0.01658992,0.006223652,0.0001185544,0.001643841,0.001455329,0.009031351,0.05637712,0.1342175,0.06034693,0.7119361],"study_design_scores_gemma":[0.00003436634,0.0003185597,0.01167083,0.0008412652,0.00004790087,0.001443628,0.000746864,0.002861442,0.01302865,0.02144153,0.9474837,0.00008129166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1375452,0.09155337,0.2853384,0.003194459,0.0052388,0.004417086,0.02364271,0.003595133,0.4454749],"genre_scores_gemma":[0.2701233,0.06245914,0.4288842,0.001900979,0.001242933,0.002311546,0.05079669,0.0007782886,0.1815029],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006726372,"threshold_uncertainty_score":0.02250201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02107802076790842,"score_gpt":0.2292327672530997,"score_spread":0.2081547464851913,"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."}}