{"id":"W4417158944","doi":"10.1016/j.ifacol.2025.11.851","title":"A Smart Air Outlet using Shape Memory Alloy Wire Actuators for Temperature-Controlled Metrology Rooms","year":2025,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Deutscher Akademischer Austauschdienst; University of Ontario Institute of Technology","keywords":"Metrology; Actuator; Shape-memory alloy; SMA*; Thermostat; Air gap (plumbing); Precision engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003282516,0.000518898,0.001052609,0.0003428068,0.0002091975,0.00005478692,0.0003714708,0.0004165784,0.0001196941],"category_scores_gemma":[0.0002617562,0.0004541218,0.0004461993,0.0004798249,0.0000540813,0.0001568759,0.00004315345,0.0004429103,0.00001559697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266941,"about_ca_system_score_gemma":0.0001516994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003791669,"about_ca_topic_score_gemma":0.00009330929,"domain_scores_codex":[0.9978658,0.00005937599,0.000565096,0.0004867866,0.0002154918,0.0008074778],"domain_scores_gemma":[0.9988481,0.0003860377,0.00009021592,0.0004041092,0.0001107607,0.0001607725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00504957,0.0007422793,0.00194307,0.0007515458,0.008021363,0.0001333148,0.001383378,0.06518799,0.2284906,0.002033829,0.002759675,0.6835034],"study_design_scores_gemma":[0.009394392,0.0001503784,0.0001718406,0.00004786354,0.0004191427,0.00001227525,0.0001603972,0.9831778,0.0007034063,0.0001134971,0.005127824,0.0005211326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556505,0.00384171,0.03212283,0.001829444,0.002118378,0.001899155,0.0001139945,0.0008003006,0.001623663],"genre_scores_gemma":[0.9712574,0.00006255961,0.02423128,0.002120722,0.0005323462,0.0002285396,0.0000619753,0.00009133694,0.001413811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9179899,"threshold_uncertainty_score":0.999791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006320531515923983,"score_gpt":0.2289293087373457,"score_spread":0.2226087772214217,"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."}}