{"id":"W4281630344","doi":"10.3390/membranes12060564","title":"Membrane Photobioreactor Applied for Municipal Wastewater Treatment at a High Solids Retention Time: Effects of Microalgae Decay on Treatment Performance and Biomass Properties","year":2022,"lang":"en","type":"article","venue":"Membranes","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Key Research and Development Program of Zhejiang Province; Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Photobioreactor; Effluent; Pulp and paper industry; Biomass (ecology); Extracellular polymeric substance; Sewage treatment; Wastewater; Nutrient; Filtration (mathematics); Phosphorus; Hydraulic retention time; Membrane fouling; Total suspended solids; Chemistry; Environmental science; Environmental engineering; Chemical oxygen demand; Membrane; Agronomy; Fouling; Biofilm; Biology; Mathematics","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":[0.0003437259,0.0006447844,0.0009695875,0.0002700769,0.0003847571,0.0005366315,0.000354036,0.0008276946,0.0006330092],"category_scores_gemma":[0.000290357,0.0002413846,0.001042973,0.0003547646,0.000193117,0.000758837,0.0004425398,0.0008278969,0.0002710202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005377149,"about_ca_system_score_gemma":0.0004052468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003793893,"about_ca_topic_score_gemma":0.004484434,"domain_scores_codex":[0.9996755,0.00003065017,0.00003682296,0.00006383514,0.0001157038,0.00007751503],"domain_scores_gemma":[0.9998485,0.00002265208,0.00004144697,0.00001201147,0.0000500076,0.00002533718],"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":[0.00009121107,0.0000329723,0.0002187041,0.00007750719,0.00001011023,0.00003617574,0.00001972318,0.00009533684,0.9976069,0.00001012288,0.00001910326,0.001782067],"study_design_scores_gemma":[0.00001172316,0.0005036633,0.003493924,0.000007329658,0.00003498095,0.00006860816,0.00005216994,0.001409695,0.9939445,0.000008512085,0.0004510915,0.00001384869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956883,0.001916569,0.001958524,0.00007478982,0.00002146454,0.00001608248,0.00004555915,0.00004554333,0.0002332625],"genre_scores_gemma":[0.9954696,0.001389298,0.001909545,0.00008566584,0.000007461229,0.00002884625,0.00009902834,0.0000191904,0.0009913616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003793893,"threshold_uncertainty_score":0.007543623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380407784689864,"score_gpt":0.2349794806872454,"score_spread":0.2111754028403467,"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."}}