{"id":"W2586196663","doi":"10.1002/bit.26261","title":"Light dilution via wavelength management for efficient high‐density photobioreactors","year":2017,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Photobioreactor; Wavelength; Dilution; Light intensity; Monochromatic color; Absorption (acoustics); Visible spectrum; Optics; Materials science; Optoelectronics; Biomass (ecology); Biology; Physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004239514,0.0008862562,0.0004671543,0.0003083069,0.0002771367,0.000863482,0.0006532765,0.0004974216,0.0006128983],"category_scores_gemma":[0.0004736385,0.0004357165,0.000390486,0.0003669996,0.0003077085,0.0008724353,0.000772409,0.001002085,0.0004867964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000812283,"about_ca_system_score_gemma":0.0003142722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007690646,"about_ca_topic_score_gemma":0.00132807,"domain_scores_codex":[0.9995657,0.00005295253,0.00004191863,0.00009751709,0.0001872095,0.00005476749],"domain_scores_gemma":[0.9996235,0.0001034141,0.000127466,0.00003320112,0.00008601815,0.00002629813],"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":[0.00002290342,0.00001886622,0.0001452893,0.00002979754,0.000002699584,0.00001143798,0.000009895399,0.0002389524,0.9976032,0.00003186199,0.00001957924,0.001865347],"study_design_scores_gemma":[0.000005319755,0.00004001908,0.0005483587,0.000002782169,0.000005545329,0.00002041898,0.000007940068,0.001592495,0.9974167,0.00002221207,0.0003321464,0.000005972264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9195464,0.002224322,0.07513459,0.0002279742,0.00006830868,0.0001628337,0.0002152855,0.0005967392,0.001823654],"genre_scores_gemma":[0.9337363,0.001311986,0.06298805,0.0001357977,0.00002183492,0.0001566393,0.0001704988,0.0001198651,0.001358938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008862562,"threshold_uncertainty_score":0.005893528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007623989386713183,"score_gpt":0.2025230434797305,"score_spread":0.1948990540930174,"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."}}