{"id":"W3082267343","doi":"10.1016/j.chemosphere.2020.128199","title":"The biological performance of a novel microalgal-bacterial membrane photobioreactor: Effects of HRT and N/P ratio","year":2020,"lang":"en","type":"article","venue":"Chemosphere","topic":"Algal biology and biofuel production","field":"Energy","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photobioreactor; Phosphorus; Hydraulic retention time; Nitrogen; Effluent; Chemistry; Biomass (ecology); Wastewater; Nutrient; Sewage treatment; Pulp and paper industry; Animal science; Environmental engineering; Environmental chemistry; Environmental science; Agronomy; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008101854,0.0001034085,0.0001913078,0.000002198227,0.00006241554,0.000005776628,0.0001122792,0.0001449448,0.00007479473],"category_scores_gemma":[0.0001183635,0.00006068948,0.00004123363,0.00006829362,0.0002799128,0.00004029978,0.0000507631,0.0001016197,0.000005918336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006496356,"about_ca_system_score_gemma":0.00001792017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000415231,"about_ca_topic_score_gemma":0.000006436879,"domain_scores_codex":[0.9994417,0.00002763203,0.0001852153,0.0001814073,0.00004772137,0.0001162932],"domain_scores_gemma":[0.9995978,0.00008894656,0.0001131517,0.0001237386,0.00004228158,0.00003409335],"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":[0.0004993306,0.00003909363,0.001767263,0.0001506883,0.00003552093,2.935794e-7,0.0001295048,0.000001866943,0.9930029,0.0001970409,0.0001092351,0.004067296],"study_design_scores_gemma":[0.0006014201,0.0003078063,0.007844146,0.00001369932,0.00001474651,0.000004379659,0.00003179989,0.00009638959,0.9861717,0.000009479213,0.004830112,0.00007429619],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984887,0.0004641215,0.000009234715,0.0002728772,0.0001811528,0.0001409896,0.000005257238,0.00002196583,0.000415662],"genre_scores_gemma":[0.9992105,0.0002624833,0.0001930398,0.00008103516,0.000175587,0.000006914079,0.00001994096,0.00000566063,0.00004478769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006831141,"threshold_uncertainty_score":0.2474845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413416350880964,"score_gpt":0.2028396238889099,"score_spread":0.1887054603801002,"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."}}