{"id":"W4406400097","doi":"10.1016/j.chemosphere.2025.144077","title":"Effects of inoculum temperature and characteristics on cellulose and sewage sludge biodegradability: A comparative study of three inocula","year":2025,"lang":"en","type":"article","venue":"Chemosphere","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Biodegradation; Cellulose; Sewage sludge; Sewage; Pulp and paper industry; Waste management; Chemistry; Activated sludge; Environmental science; Sewage treatment; Environmental engineering; Organic chemistry; Engineering","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":[0.000513219,0.0006129842,0.0007741407,0.0003889647,0.0002536183,0.000883228,0.0003268026,0.0005143008,0.0007343503],"category_scores_gemma":[0.001152983,0.0002341671,0.0006312573,0.0003918424,0.0002930393,0.0004895117,0.0004888854,0.000601755,0.0002234801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323244,"about_ca_system_score_gemma":0.0002734473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009128477,"about_ca_topic_score_gemma":0.0009631981,"domain_scores_codex":[0.9993325,0.0001294942,0.0001212987,0.0001335638,0.0002048286,0.00007836462],"domain_scores_gemma":[0.9991006,0.0003352753,0.000179437,0.00006058094,0.0002060138,0.0001180798],"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":[0.001033673,0.0002784609,0.002801832,0.000195626,0.00003943094,0.00008975103,0.0000926981,0.0002568135,0.9909932,0.00002250709,0.00002608314,0.004169866],"study_design_scores_gemma":[0.00002285823,0.004626882,0.02970253,0.00002495129,0.0001468323,0.0001461702,0.0002211322,0.0006556877,0.9637215,0.00002859574,0.0006726827,0.00003024368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980007,0.0007905008,0.0005377518,0.00002160146,0.00002182189,0.00003829536,0.0001725431,0.00001297659,0.0004038975],"genre_scores_gemma":[0.9953263,0.0008217606,0.002863514,0.00003145045,0.00001759873,0.0000687647,0.0003616707,0.00001946391,0.0004895085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009128477,"threshold_uncertainty_score":0.002714217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006811998396691487,"score_gpt":0.2104248441237939,"score_spread":0.2036128457271024,"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."}}