{"id":"W2106632945","doi":"10.1109/aim.2010.5695895","title":"Heat exchanger fouling detection in a simulated aircraft engine bleed air temperature control system","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced Sensor Technologies Research","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Fouling; Heat exchanger; Automotive engineering; Control valves; Environmental control system; Heat transfer; Engineering; Environmental science; Computer science; Mechanical engineering; Chemistry; Mechanics","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":[0.0003465934,0.0004200538,0.0006846139,0.0003366279,0.0004028441,0.0004178259,0.0005992076,0.0007666324,0.0008195521],"category_scores_gemma":[0.001033154,0.0001929512,0.0004055452,0.0001174934,0.0004408596,0.0003107998,0.0002379053,0.0003977582,0.00008515083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004951023,"about_ca_system_score_gemma":0.0003887543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009522045,"about_ca_topic_score_gemma":0.006110496,"domain_scores_codex":[0.9997725,0.00005845886,0.00001584645,0.00004659644,0.00006754869,0.00003902706],"domain_scores_gemma":[0.9992888,0.0003398719,0.00006051883,0.00006011577,0.0001788294,0.00007190121],"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":[0.002323419,0.0005854925,0.01862449,0.0002643014,0.000139627,0.001162536,0.0006100813,0.8517175,0.1098445,0.0005432777,0.0005437198,0.01364105],"study_design_scores_gemma":[0.00004832112,0.0003083759,0.003281955,0.00000338928,0.00001671385,0.0000234715,0.00003711678,0.9809459,0.01519248,0.00005256937,0.00007699332,0.00001272968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920677,0.00002815918,0.007103482,0.00003839042,0.00002109025,0.00002412895,0.00004823575,0.0002510009,0.0004177965],"genre_scores_gemma":[0.9990247,0.000006739851,0.0007922823,0.000004183683,9.542773e-7,0.000007487169,0.00001728068,0.000003357474,0.0001429228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009522045,"threshold_uncertainty_score":0.01893324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005312024756538096,"score_gpt":0.2221328381637175,"score_spread":0.2168208134071793,"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."}}