{"id":"W2942505388","doi":"10.1002/aic.16623","title":"Heat exchanger system boundary regulation","year":2019,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Control theory (sociology); Boundary (topology); Boundary value problem; Partial differential equation; Heat exchanger; Mathematics; Regulator; Engineering; Computer science; Mathematical analysis; Mechanical engineering; Control (management); Chemistry","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":[0.0002696279,0.00008536375,0.000141596,0.00006058021,0.0001000757,0.00009755038,0.00008693616,0.00006552878,0.0008849603],"category_scores_gemma":[0.00001740303,0.00007941674,0.00008517558,0.00008294583,0.00001493874,0.0002048254,0.0000098034,0.0001947439,0.0003005932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001625794,"about_ca_system_score_gemma":0.00002465108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005122167,"about_ca_topic_score_gemma":0.00001107551,"domain_scores_codex":[0.9993102,0.00004376688,0.0002171431,0.00007933087,0.0001877704,0.0001618205],"domain_scores_gemma":[0.9996237,0.00005281169,0.00001364346,0.000174207,0.00006345308,0.00007218155],"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":[0.0004928858,0.0004830627,0.05496229,0.003192467,0.001681909,0.00002933461,0.01202533,0.2091385,0.4788811,0.01511879,0.02559184,0.1984026],"study_design_scores_gemma":[0.004472191,0.0003042821,0.1863567,0.0004167242,0.0002069167,0.0003585397,0.002672591,0.7485471,0.005011715,0.006397283,0.04429435,0.0009616084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740247,0.0005590609,0.01569398,0.0003532472,0.001716643,0.0001599232,0.000003405048,0.0001701981,0.007318806],"genre_scores_gemma":[0.9992339,0.00001061199,0.0001818906,0.00002738545,0.0002913193,0.000003889615,0.000003466816,0.00001358302,0.0002339711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5394087,"threshold_uncertainty_score":0.9689695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008139347926450203,"score_gpt":0.1963057607679234,"score_spread":0.1881664128414732,"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."}}