{"id":"W4296616960","doi":"10.1016/j.chemosphere.2022.136363","title":"Impact of solid content on hydrothermal pretreatment of municipal sludge prior to fermentation and anaerobic digestion","year":2022,"lang":"en","type":"article","venue":"Chemosphere","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Toronto Metropolitan University","funders":"","keywords":"Anaerobic digestion; Fermentation; Chemistry; Methane; Yield (engineering); Digestion (alchemy); Food science; Pulp and paper industry; Hydrothermal circulation; Chromatography; Biology; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003163705,0.0003729965,0.0004958856,0.0002398684,0.0004029597,0.0009362182,0.0002718566,0.0004607644,0.002583232],"category_scores_gemma":[0.001107729,0.0002638894,0.0002720695,0.0003507387,0.0004244256,0.0004525597,0.0003227345,0.0004237765,0.0003453071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006427667,"about_ca_system_score_gemma":0.001069029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004060577,"about_ca_topic_score_gemma":0.009342747,"domain_scores_codex":[0.9995816,0.00007311936,0.00004439848,0.00006806225,0.0001160885,0.00011673],"domain_scores_gemma":[0.9993764,0.0002297985,0.0001209952,0.00003867166,0.0001438026,0.00009034761],"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":[0.003436628,0.0001578923,0.001249215,0.0001139622,0.000032315,0.00007223187,0.00006178006,0.0007729471,0.9897268,0.00008358779,0.00006025215,0.004232361],"study_design_scores_gemma":[0.00002466221,0.0007588257,0.005495838,0.00001465226,0.00003709786,0.00002797694,0.0001014095,0.0007886962,0.9920958,0.00002970833,0.0006120179,0.00001331311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983949,0.0003132994,0.0003074961,0.00003698446,0.00003130946,0.00001425851,0.0001258173,0.00001155832,0.0007643815],"genre_scores_gemma":[0.998834,0.0001940893,0.0003764905,0.00001895167,0.000009366639,0.00000576354,0.0001216493,0.00001300822,0.000426656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004060577,"threshold_uncertainty_score":0.008641779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028906526841317,"score_gpt":0.2579200762096069,"score_spread":0.2376310109411938,"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."}}