{"id":"W2032553782","doi":"10.1016/j.biortech.2014.12.023","title":"Biogas production improvement and C/N control by natural clinoptilolite addition into anaerobic co-digestion of Phragmites australis, feces and kitchen waste","year":2014,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Chinese Research Academy of Environmental Sciences; National Natural Science Foundation of China","keywords":"Clinoptilolite; Anaerobic digestion; Biogas; Methane; Phragmites; Chemistry; Acetic acid; Digestion (alchemy); Pulp and paper industry; Waste management; Zeolite; Biology; Chromatography; Biochemistry; Ecology; Organic 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":[0.0002106764,0.0001959739,0.0002294882,0.000320394,0.00008116649,0.00002158099,0.00008395703,0.0002435368,0.000008084301],"category_scores_gemma":[0.00008304106,0.0001833777,0.00002720039,0.0002316745,0.0003300023,0.0001306151,0.00002605354,0.0001903746,0.000003776369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004420981,"about_ca_system_score_gemma":0.000004353972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000270995,"about_ca_topic_score_gemma":0.00000997092,"domain_scores_codex":[0.9990305,0.00002792571,0.0002850471,0.0003337003,0.0001073564,0.0002154301],"domain_scores_gemma":[0.9995439,0.00001920075,0.0001136102,0.0002069016,0.00006425505,0.00005213974],"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":[0.00004535511,0.00004323346,0.003077817,0.00006865434,0.0000596051,3.580674e-7,0.00009645869,0.0001224823,0.9437867,0.006772613,0.002071858,0.04385486],"study_design_scores_gemma":[0.001517526,0.0008232342,0.005197149,0.0001126694,0.0001144126,0.00003871129,0.0006200891,0.001764024,0.9342068,0.001404033,0.05368393,0.0005173534],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954351,0.001146796,0.0006810238,0.001673742,0.0002077209,0.0003099088,0.00002179556,0.0004818229,0.00004206144],"genre_scores_gemma":[0.9986528,0.0003322651,0.0006258359,0.00002931093,0.00011949,0.00002805207,0.00009708828,0.00001989858,0.00009524775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05161207,"threshold_uncertainty_score":0.7477925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002595154016990003,"score_gpt":0.1905010582893912,"score_spread":0.1879059042724011,"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."}}