{"id":"W2994072983","doi":"10.2175/193864716819706932","title":"Thermophilic Biomethane production Using Particulate Biofilm Bioreactors from Industrial Waste Stream","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; York University; GreenField Specialty Alcolhols (Canada)","funders":"","keywords":"Bioreactor; Thermophile; Waste management; Environmental science; Particulates; Biogas production; Biogas; Waste stream; Pulp and paper industry; Chemistry; Engineering; Anaerobic digestion","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":[0.0001581842,0.0001560094,0.0001190999,0.00006762717,0.0001045021,0.00004373639,0.00009573552,0.0001034902,0.00007194691],"category_scores_gemma":[0.00001734725,0.00007141036,0.00005605949,0.00007367068,0.00007752624,0.0003793593,0.00004552623,0.00006703252,0.00002179244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359641,"about_ca_system_score_gemma":0.000003208093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001696615,"about_ca_topic_score_gemma":7.840901e-7,"domain_scores_codex":[0.9991042,0.000009271733,0.0002591025,0.000234774,0.0002121012,0.0001805449],"domain_scores_gemma":[0.9997477,0.000004417827,0.00008186486,0.0001084639,0.00002043809,0.00003710369],"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":[0.00001901927,0.00003001123,0.002295043,0.000004370034,0.0000352359,4.295225e-8,0.0001632511,0.0007401304,0.9928653,0.00003623696,0.0001123708,0.00369897],"study_design_scores_gemma":[0.0002665129,0.000027061,0.0008131759,0.00004876342,0.00004175753,0.000002190402,0.00007324806,0.0003291835,0.9969169,0.0002183319,0.001134655,0.0001281459],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976081,0.00001357961,0.0001077986,0.00123206,0.0006071505,0.0002892954,0.000007082422,0.0000801143,0.00005486425],"genre_scores_gemma":[0.9990985,0.00005587612,0.0001527277,0.000006751254,0.0004358323,0.00001169445,0.000009430662,0.00002240029,0.0002067896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004051656,"threshold_uncertainty_score":0.291203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074043589905218,"score_gpt":0.1801006879132694,"score_spread":0.1593602520142172,"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."}}