{"id":"W4318485728","doi":"10.1515/ijcre-2022-0115","title":"Robust control designs for microalgae cultivation in continuous photobioreactors","year":2023,"lang":"en","type":"article","venue":"International Journal of Chemical Reactor Engineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Photobioreactor; Robust control; Controller (irrigation); Robustness (evolution); Computer science; Biofuel; Control (management); Control engineering; Control theory (sociology); Engineering; Control system","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003059833,0.0001097969,0.0001887181,0.0002342485,0.000003986765,0.0000189711,0.0002099239,0.0001305875,0.00001725296],"category_scores_gemma":[0.0009984596,0.00009539981,0.0001174875,0.0001364341,0.00001900031,0.0001631799,0.00001493003,0.0002094339,0.000007366928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679688,"about_ca_system_score_gemma":0.00002575542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002613749,"about_ca_topic_score_gemma":0.000001477639,"domain_scores_codex":[0.999121,0.0000117794,0.000407712,0.000120718,0.0001684746,0.0001703085],"domain_scores_gemma":[0.9991809,0.0002758667,0.0001766004,0.00005251285,0.000265949,0.00004815762],"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":[0.0002677481,0.00003669913,0.002083326,0.000007817131,0.00009911873,0.00001646928,0.00006107021,0.001023845,0.9939317,0.0003536845,0.0002753615,0.00184317],"study_design_scores_gemma":[0.00187605,0.00006049077,0.003530542,0.00009285561,0.00001859886,0.00006721677,0.0000286013,0.004332259,0.9802444,0.0003374513,0.00924686,0.0001646496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945002,0.00004724623,0.003593775,0.0004605365,0.00118479,0.00009705441,0.00001201485,0.00004733431,0.00005704057],"genre_scores_gemma":[0.9983491,0.00002055408,0.0007406157,0.00004200184,0.000761337,0.000009582417,0.00004934898,0.00001636181,0.00001107615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368727,"threshold_uncertainty_score":0.3890291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359382602701356,"score_gpt":0.2459851417286558,"score_spread":0.2223913157016422,"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."}}