{"id":"W3208613536","doi":"10.1007/s00253-021-11636-w","title":"Investigation of the photosynthetic response of Chlorella vulgaris to light changes in a torus-shape photobioreactor","year":2021,"lang":"en","type":"article","venue":"Applied Microbiology and Biotechnology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; Mount Allison University; European Commission","keywords":"Photobioreactor; Chlorella vulgaris; Photosynthesis; Light intensity; Biophysics; Light Cycle; Biology; Biological system; Botany; Algae; Optics; Ecology; Physics; Biomass (ecology); Circadian rhythm","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006966021,0.0001916477,0.0002019247,0.00009598125,0.000177528,0.0002002972,0.0002030855,0.0002413722,0.0005739239],"category_scores_gemma":[0.000118923,0.000134006,0.0002340631,0.0001194231,0.0001960514,0.0001574741,0.0001724714,0.0003305388,0.0001302538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003470352,"about_ca_system_score_gemma":0.0003031736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003877996,"about_ca_topic_score_gemma":0.002741067,"domain_scores_codex":[0.9999318,0.000005343932,0.00000308333,0.00001600666,0.0000247256,0.00001909541],"domain_scores_gemma":[0.9999145,0.00002073799,0.0000153601,0.000008517584,0.00001817898,0.00002254045],"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":[0.00005047972,0.000006332345,0.0001642638,0.000006561354,0.000001148345,0.00001422981,0.000008166476,0.00002240951,0.9995616,0.000006727561,0.000003513976,0.0001543937],"study_design_scores_gemma":[0.00001956118,0.000456637,0.02994447,0.000002524638,0.00001547965,0.0001018335,0.0001834049,0.001647763,0.9671438,0.00003359821,0.0004394368,0.00001145319],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999218,0.00006136015,0.0004122511,0.00001825973,0.000005244622,0.00000579415,0.00006183338,0.00001277124,0.0002044782],"genre_scores_gemma":[0.9986351,0.00008470537,0.0003419576,0.00002747281,0.000002101817,0.000008204145,0.0001154013,0.000006855356,0.0007781175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003877996,"threshold_uncertainty_score":0.007710874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008849053314359957,"score_gpt":0.1940530325502376,"score_spread":0.1852039792358777,"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."}}