{"id":"W2029774450","doi":"10.1007/s00449-010-0462-2","title":"Modified calibration protocol evaluated in a model-based testing of SBR flexibility","year":2010,"lang":"en","type":"article","venue":"Bioprocess and Biosystems Engineering","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Industrial and production engineering; Flexibility (engineering); Protocol (science); Calibration; Computer science; Engineering; Mathematics; Mechanical engineering; Medicine; Statistics","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":[0.002127862,0.001063425,0.0006980002,0.0006767981,0.0006032395,0.0009907349,0.001584828,0.001912912,0.0023286],"category_scores_gemma":[0.003701948,0.0004023348,0.0007592627,0.001125588,0.0006739811,0.0009607093,0.0006365323,0.00102343,0.001284117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009669071,"about_ca_system_score_gemma":0.0009796013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003431092,"about_ca_topic_score_gemma":0.002785312,"domain_scores_codex":[0.9972192,0.0005119647,0.0001987592,0.0007381765,0.001135335,0.000196634],"domain_scores_gemma":[0.9987288,0.0002721286,0.000101437,0.0003788247,0.0004809347,0.00003776018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003209852,0.0002469884,0.0005723368,0.00008881819,0.00002009974,0.00006121483,0.00007534251,0.002143384,0.9897016,0.0003653195,0.0002251164,0.006178754],"study_design_scores_gemma":[0.00001840401,0.0007707142,0.0009274007,0.000009156708,0.00002737299,0.00007363979,0.00004726931,0.007038253,0.9895899,0.0001766987,0.001294201,0.00002698888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8471739,0.0005465549,0.1428448,0.0003238116,0.0003529802,0.000948625,0.002103731,0.001656418,0.00404912],"genre_scores_gemma":[0.8938886,0.0006456376,0.09637213,0.0002724367,0.00002702891,0.001040783,0.002445802,0.0003036322,0.005003972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003431092,"threshold_uncertainty_score":0.0112533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03333108244832676,"score_gpt":0.2730913322941881,"score_spread":0.2397602498458614,"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."}}