{"id":"W2588251938","doi":"10.1002/cjce.22811","title":"Reflection‐refraction effects on light distribution inside tubular photobioreactors","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photobioreactor; Optics; Absorption (acoustics); Reflection (computer programming); Refraction; Physics; Geology; Biomass (ecology); Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000252179,0.0003237647,0.000459996,0.0001689082,0.0003014593,0.0005791442,0.0005056313,0.0004854139,0.0007877906],"category_scores_gemma":[0.0005494634,0.0002877004,0.0006136731,0.0001993921,0.0003840764,0.0003008162,0.0002578141,0.0003053967,0.0002016884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206971,"about_ca_system_score_gemma":0.0005788465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005895695,"about_ca_topic_score_gemma":0.00186552,"domain_scores_codex":[0.9998447,0.00002187973,0.000006786905,0.00003337241,0.00005509693,0.00003814041],"domain_scores_gemma":[0.9996738,0.000157294,0.00008401414,0.00002646904,0.00004134561,0.00001699423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000185661,0.00005547331,0.003453716,0.0001146332,0.00003386956,0.0002707528,0.0001096646,0.7458858,0.2456924,0.001119944,0.00004664932,0.003031534],"study_design_scores_gemma":[0.00003677203,0.0002519847,0.004354593,0.00001345611,0.00003892147,0.0001146491,0.00006059417,0.8402622,0.1540803,0.000364339,0.0003857409,0.00003646555],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693741,0.0002450343,0.02834923,0.00002942938,0.000008416225,0.0000212298,0.00009889193,0.0001403894,0.001733175],"genre_scores_gemma":[0.9963076,0.0001920748,0.0026295,0.000006439227,0.00000122262,0.00001709966,0.00004464938,0.00001692769,0.0007844187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005895695,"threshold_uncertainty_score":0.0117228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008305901571178553,"score_gpt":0.2099158651201129,"score_spread":0.2016099635489343,"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."}}