{"id":"W2092646328","doi":"10.1002/cjce.20000","title":"Controllability analysis of modified Petlyuk structures","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Controllability; Distillation; Control theory (sociology); Singular value decomposition; Fractionating column; Computer science; Process engineering; Mathematics; Algorithm; Control (management); Applied mathematics; Engineering; Chemistry; Artificial intelligence; Chromatography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009936799,0.00007645945,0.0002245463,0.0001769815,0.00002540534,0.00001172666,0.0001617002,0.00005046811,0.00005070466],"category_scores_gemma":[0.0001774089,0.00005666463,0.0001124841,0.0004230234,0.00004682478,0.00007295882,0.000002270753,0.0001741829,2.47579e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009800737,"about_ca_system_score_gemma":0.000110018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001882711,"about_ca_topic_score_gemma":0.0001395884,"domain_scores_codex":[0.9994435,0.000005609741,0.0002853797,0.00003674056,0.0001105988,0.0001181261],"domain_scores_gemma":[0.9995056,0.00004388116,0.00005275962,0.00009643084,0.0001480615,0.0001532098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003662754,0.000001188989,0.0001334156,0.000009572158,0.0002267752,0.00000234651,0.0002123305,0.9847901,0.01400322,0.0004507064,0.00008491457,0.0000817961],"study_design_scores_gemma":[0.000195933,0.00000765501,0.001190767,0.000009699136,0.0001676546,0.00002720874,0.00000771025,0.9361312,0.0619727,0.00009284036,0.0001112449,0.00008533332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802359,0.0005727349,0.01852424,0.00008599959,0.0001290637,0.00003609606,0.00001091337,0.00001833784,0.0003867162],"genre_scores_gemma":[0.99938,0.00000754416,0.000537997,0.00001666284,0.00004145268,6.154701e-7,0.000002919104,0.000008582816,0.000004227381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04865882,"threshold_uncertainty_score":0.2310716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008533948189309887,"score_gpt":0.1812527845691163,"score_spread":0.1727188363798064,"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."}}