{"id":"W2096117774","doi":"10.1109/cdc.2005.1582230","title":"H&amp;gt;inf&amp;lt;&amp;#8734;&amp;gt;/inf&amp;lt;Loop Shaping Controller for Shape Memory Alloy Actuators","year":2006,"lang":"en","type":"article","venue":"","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Western University","funders":"","keywords":"Shape-memory alloy; SMA*; Controller (irrigation); Mole fraction; Actuator; Control theory (sociology); Alloy; Materials science; Strain (injury); Physics; Computer science; Thermodynamics; Engineering; Electrical engineering; Composite material; Algorithm; Control (management); Biology; Artificial intelligence","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003094543,0.001534858,0.001802548,0.0008057546,0.001562969,0.001070415,0.00197978,0.0008141897,0.02663132],"category_scores_gemma":[0.001162275,0.001425013,0.001002687,0.001061875,0.0006583331,0.002316978,0.0003187942,0.000627571,0.01267212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005179278,"about_ca_system_score_gemma":0.0004813327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000381638,"about_ca_topic_score_gemma":0.007871138,"domain_scores_codex":[0.9901912,0.0004454628,0.002814681,0.00194689,0.001860045,0.002741762],"domain_scores_gemma":[0.993625,0.001715441,0.0008365992,0.002064592,0.0009672002,0.0007911077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005910278,0.0007089727,0.000303026,0.0003376934,0.0002412706,0.000005058801,0.002040782,0.003563108,0.8940964,0.005359261,0.08905525,0.003698159],"study_design_scores_gemma":[0.009512515,0.0001861597,0.001279135,0.0003415656,0.0007622382,0.0001690736,0.0002761473,0.002806787,0.02409447,0.003682018,0.9533192,0.003570685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8214403,0.0007523949,0.138828,0.002451589,0.002765703,0.004195437,0.000742438,0.002169693,0.02665436],"genre_scores_gemma":[0.8262285,0.0001185473,0.1061056,0.004769476,0.002250785,0.001579328,0.001749703,0.0005462707,0.05665183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8700019,"threshold_uncertainty_score":0.9999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05168705484919332,"score_gpt":0.2874938491472527,"score_spread":0.2358067942980594,"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."}}