{"id":"W4317434297","doi":"10.3390/pr11020326","title":"Review on Digestibility of Aerobic Granular Sludge","year":2023,"lang":"en","type":"article","venue":"Processes","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Activated sludge; Environmental science; Sewage treatment; Biomass (ecology); Waste management; Wastewater; Population; Aerobic digestion; Sewage sludge treatment; Anaerobic digestion; Biodegradation; Sewage sludge; Biogas production; Biogas; Pulp and paper industry; Biology; Environmental engineering; Agronomy; Engineering; Ecology","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":[0.0001559132,0.00008157518,0.0001296857,0.00005444773,0.00002233941,0.000004992666,0.00007793049,0.00002806879,0.00004274922],"category_scores_gemma":[0.0002342126,0.00006880771,0.00002676915,0.0006673433,0.00002633853,0.00007010069,0.000009839067,0.00005772628,0.000180289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001247055,"about_ca_system_score_gemma":0.00001675663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002738862,"about_ca_topic_score_gemma":0.000002697635,"domain_scores_codex":[0.9995062,0.000008421918,0.0001520901,0.0001282979,0.00009655226,0.0001083738],"domain_scores_gemma":[0.9996892,0.00002400324,0.00002378266,0.0001565672,0.00007812739,0.00002829116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009548231,0.0007174221,0.01302482,0.2394821,0.0002070225,0.00002560528,0.0009984317,0.0205737,0.02201359,0.01302906,0.5604668,0.1293659],"study_design_scores_gemma":[0.0003833645,0.0002292856,0.009886308,0.006487087,0.00009309697,0.00001059773,0.00005519878,0.0001685359,0.148241,0.001829988,0.8320102,0.000605353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.675621,0.2778949,0.001050652,0.005729872,0.002484659,0.002108433,0.00006357602,0.008067767,0.02697924],"genre_scores_gemma":[0.9250817,0.07434603,0.00005174187,0.0001525509,0.00005293333,0.00002309476,0.0000361851,0.00001629648,0.0002394292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715434,"threshold_uncertainty_score":0.2805897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198976442911366,"score_gpt":0.2518101546539824,"score_spread":0.2298203902248687,"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."}}