{"id":"W4386222046","doi":"10.1002/jctb.7506","title":"Active disturbance rejection control: an application to continuous microalgae photobioreactors","year":2023,"lang":"en","type":"article","venue":"Journal of Chemical Technology & Biotechnology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Universidad de La Sabana","keywords":"Photobioreactor; Control theory (sociology); Process (computing); Chlorella vulgaris; Isochrysis galbana; Control engineering; Engineering; Computer science; Control (management); Biochemical engineering; Biomass (ecology); Ecology; Biology; Algae; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002838828,0.0004701638,0.0003246524,0.0002736293,0.0002235892,0.0006406463,0.0005651922,0.0005825676,0.000872449],"category_scores_gemma":[0.0003473241,0.0001238426,0.0003742246,0.0001821416,0.0001927287,0.000135795,0.0002947334,0.0003307478,0.0001738878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270989,"about_ca_system_score_gemma":0.0002173611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004576514,"about_ca_topic_score_gemma":0.00197795,"domain_scores_codex":[0.9998393,0.00002500449,0.00001182889,0.00003046953,0.00007538413,0.00001810274],"domain_scores_gemma":[0.9997504,0.00008868808,0.000032145,0.00002799827,0.00008930809,0.00001147722],"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":[0.0004720134,0.0004156944,0.002169864,0.0005784399,0.00008903445,0.0005504363,0.0001947734,0.3806075,0.4638647,0.001447788,0.0005380439,0.1490717],"study_design_scores_gemma":[0.00004849019,0.0005902208,0.001075221,0.0000129804,0.00003031607,0.00006612375,0.00002926759,0.8919989,0.1038893,0.0002720659,0.001965893,0.00002113198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3575522,0.001407939,0.6323705,0.0002035508,0.000109578,0.0001678565,0.00005661524,0.001697572,0.006434268],"genre_scores_gemma":[0.9762121,0.0001842624,0.02238065,0.00001957726,0.000007141244,0.00003888216,0.00001743029,0.00001017771,0.00112986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004576514,"threshold_uncertainty_score":0.009099722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005743250287051285,"score_gpt":0.2361653975324459,"score_spread":0.2304221472453947,"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."}}