{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003020992,0.0003974582,0.0005507729,0.0002122409,0.0003697233,0.00003025486,0.0001830142,0.00009886119,0.000167221],"category_scores_gemma":[0.00001344712,0.0002784214,0.0001540703,0.0001523506,0.0001084456,0.00007455969,0.00008737025,0.00005845172,0.00002488851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004946414,"about_ca_system_score_gemma":0.00003028284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000579909,"about_ca_topic_score_gemma":0.00002733422,"domain_scores_codex":[0.9981182,0.0002977672,0.000411983,0.0005426388,0.0002459157,0.0003835469],"domain_scores_gemma":[0.9988567,0.0002545322,0.0001921885,0.0005721446,0.00003747271,0.00008696062],"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":[0.00266303,0.0004506394,0.0001436232,0.0005117888,0.0002606222,0.000003920983,0.003130181,0.0004248492,0.9885573,0.000071779,0.0000179563,0.003764281],"study_design_scores_gemma":[0.004314515,0.00217246,0.0006344646,0.00003279518,0.0002073203,0.0000177948,0.0001068413,0.0009651089,0.9785651,0.00001524456,0.01267276,0.000295591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970827,0.000304126,0.000003440047,0.0001062119,0.0002676098,0.001688391,0.00006829406,0.0001114069,0.0003678502],"genre_scores_gemma":[0.9897458,0.0001292765,0.0008698165,0.00003109187,0.00006199411,0.002702947,0.0002829892,0.00007736956,0.006098747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0126548,"threshold_uncertainty_score":0.9999668,"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."}}