{"id":"W4413325581","doi":"10.1016/j.renene.2025.124263","title":"Hydrogen peroxide pretreatment of aqueous phase product of hydrothermal sludge liquefaction for enhanced anaerobic and aerobic biodegradability","year":2025,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Hydrogen peroxide; Hydrothermal liquefaction; Biodegradation; Anaerobic exercise; Liquefaction; Chemistry; Hydrothermal circulation; Aqueous solution; Aqueous two-phase system; Waste management; Pulp and paper industry; Chemical engineering; Environmental chemistry; Environmental science; Organic chemistry; Catalysis; Engineering; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001172913,0.0003407268,0.0001963567,0.0001120212,0.00008850626,0.0001969607,0.0001110972,0.0002428852,0.0005543869],"category_scores_gemma":[0.0001162584,0.0001327178,0.0002955576,0.0001157278,0.0001254985,0.0001928888,0.0001266107,0.0003003279,0.0001127723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001844128,"about_ca_system_score_gemma":0.0002134611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007556288,"about_ca_topic_score_gemma":0.001466478,"domain_scores_codex":[0.999926,0.00001035231,0.000008260157,0.00001546527,0.00002226507,0.0000176425],"domain_scores_gemma":[0.9999539,0.000007120315,0.00001666082,0.000003126284,0.00001124447,0.000008027856],"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":[0.0000241589,0.000008845857,0.00007531531,0.00003109739,0.000002797284,0.00001793058,0.000005073208,0.00008469818,0.9990514,0.0000120923,0.000008587979,0.0006780101],"study_design_scores_gemma":[0.000003676243,0.0001313354,0.0008760027,0.00000160769,0.000008112807,0.00002080596,0.000008954856,0.0004481027,0.9982042,0.00001005843,0.0002841531,0.000002992381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938831,0.0009956451,0.004432274,0.00004799078,0.00002173909,0.00002804039,0.00009853438,0.00003169433,0.0004609486],"genre_scores_gemma":[0.9966664,0.0004247455,0.002128426,0.00001384396,0.000003613366,0.00001221597,0.00007976668,0.000006218752,0.0006647873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007556288,"threshold_uncertainty_score":0.001854599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006471148215335933,"score_gpt":0.2243990840320477,"score_spread":0.2179279358167118,"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."}}