{"id":"W7102392755","doi":"10.5281/zenodo.17475786","title":"Impact of Ozone Pre-treatment on Aerobic and Anaerobic Biodegradability of Aqueous Phase from Hydrothermal Liquefaction of Municipal Sludge","year":2025,"lang":"en","type":"article","venue":"UPCommons institutional repository (Universitat Politècnica de Catalunya)","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biodegradation; Chemical oxygen demand; Hydrothermal liquefaction; Mesophile; Ozone; Biogas; Anaerobic exercise; Anaerobic digestion; Wastewater","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":[0.00009619694,0.0002863633,0.0001974076,0.000123352,0.0001015456,0.0002520935,0.0001361808,0.0002148132,0.0005318507],"category_scores_gemma":[0.0001582887,0.0001187184,0.0002306727,0.000114002,0.0001160547,0.0001328183,0.0001376353,0.0003045056,0.00007797149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001767606,"about_ca_system_score_gemma":0.0002160767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121583,"about_ca_topic_score_gemma":0.004120701,"domain_scores_codex":[0.9998749,0.00001404882,0.00001506358,0.00002774606,0.00003577567,0.00003251552],"domain_scores_gemma":[0.999912,0.00001930941,0.00002623717,0.000004654993,0.00002374204,0.00001411495],"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":[0.0001648704,0.0000272156,0.0004590914,0.00004088519,0.000005847902,0.00001930871,0.00001649495,0.0000687854,0.9982159,0.000007376413,0.00001086639,0.0009633183],"study_design_scores_gemma":[0.000005513839,0.0005665384,0.007591261,0.000006209649,0.00001756029,0.00002601074,0.00003692641,0.0002295952,0.9911439,0.00000706309,0.000364373,0.000004873511],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989556,0.0003739423,0.0002470294,0.00001372776,0.000009814737,0.000006969627,0.0001227099,0.000006029852,0.0002641067],"genre_scores_gemma":[0.9983766,0.0003682977,0.0004380893,0.00001625337,0.000002327011,0.000008814603,0.000179222,0.000004185732,0.0006061696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002121583,"threshold_uncertainty_score":0.004218459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039810043847164,"score_gpt":0.259693412974854,"score_spread":0.2492953125363823,"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."}}