{"id":"W1994356585","doi":"10.1002/bit.24391","title":"Bioreactor controlled by PI algorithm and operated with a perfusion chamber to support endothelial cell survival and proliferation","year":2011,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Nitric Oxide and Endothelin Effects","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Bioreactor; PID controller; MATLAB; Chromatography; Perfusion; Algorithm; Chemistry; Computer science; Control theory (sociology); Temperature control; Control engineering; Engineering; Control (management); Operating 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":[0.0001275103,0.0001767605,0.0003225548,0.0001654625,0.00005461042,0.00001298931,0.00002341511,0.0002506289,0.00001454928],"category_scores_gemma":[0.00002441322,0.0001217899,0.00001296951,0.0001373682,0.00007595637,0.00004725525,0.00004008006,0.0001658843,0.000003637844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001041022,"about_ca_system_score_gemma":0.00001971014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003708587,"about_ca_topic_score_gemma":0.00000405936,"domain_scores_codex":[0.9993037,0.00001211221,0.0001371416,0.0002633653,0.00007000227,0.0002136815],"domain_scores_gemma":[0.9996886,0.00002301633,0.00002608988,0.0001083073,0.00003378286,0.0001202487],"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":[0.0009493318,0.00008935462,0.00298967,0.00006835385,0.00006170257,0.00008005222,0.0002293788,4.208584e-7,0.9805315,0.00007559278,0.00004814961,0.01487649],"study_design_scores_gemma":[0.01397669,0.004211085,0.003318276,0.0000832275,0.0001869336,0.0006295171,0.0002245165,0.004822964,0.970265,0.000004528136,0.001897798,0.0003795142],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943375,0.0004068273,0.003868025,0.0003902899,0.00006464765,0.000641267,0.00002002438,0.0001540542,0.000117357],"genre_scores_gemma":[0.9941096,0.0003684282,0.005129645,0.00008774801,0.00004739284,0.00003680109,0.00001272859,0.00002077154,0.0001868488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01449698,"threshold_uncertainty_score":0.496645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009419197334153927,"score_gpt":0.2064545698792349,"score_spread":0.197035372545081,"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."}}