{"id":"W3015477506","doi":"10.1007/s00449-020-02338-0","title":"A comprehensive study on the effect of light quality imparted by light-emitting diodes (LEDs) on the physiological and biochemical properties of the microalgal consortia of Chlorella variabilis and Scenedesmus obliquus cultivated in dairy wastewater","year":2020,"lang":"en","type":"article","venue":"Bioprocess and Biosystems Engineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scenedesmus; Food science; Biomass (ecology); Lutein; Scenedesmus obliquus; Botany; Chlorella; Biology; Light-emitting diode; Chemistry; Algae; Carotenoid; Materials science; Ecology","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":[0.0003265577,0.000204775,0.0004157058,0.00002485177,0.00006860336,0.00001282905,0.0001298426,0.0001363296,0.000001046646],"category_scores_gemma":[0.0002528337,0.00007898593,0.00004008692,0.0002012336,0.0001756863,0.00002395836,0.0001008341,0.0001836121,1.471892e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007993813,"about_ca_system_score_gemma":0.000005972435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001440088,"about_ca_topic_score_gemma":0.00000157778,"domain_scores_codex":[0.9988235,0.0002342362,0.0003981689,0.0002940879,0.0001068712,0.0001431772],"domain_scores_gemma":[0.9994171,0.0001805921,0.0001661544,0.000150373,0.00005609449,0.00002968261],"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":[0.0003953531,0.00005599091,0.01039778,0.0008026013,0.00008890146,3.034941e-7,0.001163098,0.0000206379,0.986986,0.00004368965,0.00000816947,0.0000374567],"study_design_scores_gemma":[0.0004766896,0.0005943087,0.01287329,0.0003199037,0.00002527271,0.000003077095,0.0009085393,0.0004886025,0.9841797,0.000001733405,0.00002072366,0.000108189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975703,0.001279577,4.874396e-7,0.0005318297,0.00004260469,0.000540801,0.0000128627,0.00001680179,0.000004735856],"genre_scores_gemma":[0.9998769,0.00002281772,0.000001967482,0.00002130486,0.00003869359,0.00002631917,0.000002574551,0.000008142213,0.000001332479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002806347,"threshold_uncertainty_score":0.3220953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214727787503838,"score_gpt":0.2201167092838419,"score_spread":0.1979694314088035,"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."}}