{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005523881,0.000653407,0.0006548826,0.0003518979,0.0004564343,0.0006078442,0.0009166438,0.0005520312,0.001173548],"category_scores_gemma":[0.0004212919,0.0002446164,0.0003343825,0.000317725,0.0002586342,0.0003553744,0.0003618851,0.0005716025,0.0004599949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006069766,"about_ca_system_score_gemma":0.0007143336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132232,"about_ca_topic_score_gemma":0.001690819,"domain_scores_codex":[0.9995713,0.00002462164,0.00002775005,0.0001494824,0.0001846986,0.00004215129],"domain_scores_gemma":[0.9998079,0.00004625611,0.00003749064,0.00001800376,0.00007502417,0.00001537507],"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":[0.0001958696,0.00005551294,0.0004335971,0.000117084,0.00001178072,0.00004937466,0.00005040171,0.002559952,0.9796147,0.0001904591,0.0001921232,0.01652919],"study_design_scores_gemma":[0.00004641145,0.0003948971,0.003551675,0.00001039016,0.00006608015,0.0001692668,0.00001617081,0.05680287,0.9318271,0.0001486781,0.006934769,0.00003155203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4104301,0.001758248,0.5799438,0.0001545576,0.0003670705,0.0003076171,0.0003770947,0.002562764,0.004098838],"genre_scores_gemma":[0.7548693,0.0009721906,0.2380008,0.0001065934,0.00007030661,0.0004672703,0.0003226716,0.0001380782,0.005052743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00132232,"threshold_uncertainty_score":0.004404008,"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."}}