{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002018371,0.0003171204,0.0002847654,0.0002206041,0.000222598,0.0003247042,0.0008126569,0.0004162512,0.001034101],"category_scores_gemma":[0.0002028869,0.0002177333,0.0001993543,0.0001355848,0.0003359642,0.0006054891,0.0005877723,0.00031439,0.0004719145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247027,"about_ca_system_score_gemma":0.0001876881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001035878,"about_ca_topic_score_gemma":0.0002014921,"domain_scores_codex":[0.9997095,0.00002896254,0.00001408318,0.00007129368,0.0001455376,0.00003060419],"domain_scores_gemma":[0.9998715,0.0000265976,0.00003061729,0.00002543737,0.00002507861,0.00002078642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006773931,0.00001996632,0.0003643737,0.00008509606,0.000003872938,0.0001289416,0.00006886493,0.0004540515,0.9833283,0.001297711,0.0003103437,0.01387077],"study_design_scores_gemma":[0.00002802182,0.0003512276,0.002356917,0.00001765094,0.00001544408,0.0006999024,0.00003988854,0.01434279,0.9616188,0.0002343443,0.02026188,0.00003311247],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5183052,0.001778349,0.4630964,0.0002859182,0.0004378573,0.0001913065,0.0002075941,0.003346369,0.01235082],"genre_scores_gemma":[0.8504317,0.0004470747,0.1401489,0.0001023249,0.00008754579,0.00008358953,0.0001136045,0.0001377756,0.008447447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001034101,"threshold_uncertainty_score":0.003459454,"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."}}