{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002293864,0.0003808389,0.0002235476,0.0002337045,0.0002758721,0.0005939478,0.0008266781,0.0004076122,0.007358853],"category_scores_gemma":[0.0006045028,0.0001116251,0.0001803797,0.0001533701,0.0003958202,0.0004073418,0.0002036503,0.0004303355,0.002783768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004372913,"about_ca_system_score_gemma":0.0003671231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334652,"about_ca_topic_score_gemma":0.001220315,"domain_scores_codex":[0.9997806,0.00001700978,0.00001005793,0.00004935697,0.0001285909,0.00001441733],"domain_scores_gemma":[0.9998054,0.00005425421,0.00003759753,0.00003202391,0.00005845911,0.00001237593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005175148,0.0001351304,0.0003602203,0.0002986421,0.00003120758,0.000278519,0.0003091569,0.07025839,0.2730842,0.03857543,0.01308753,0.6030641],"study_design_scores_gemma":[0.00009331856,0.0007073111,0.0006269998,0.00005815705,0.00004167466,0.000441136,0.00003261366,0.7039818,0.2165928,0.00824992,0.06911192,0.00006235201],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02255549,0.0005128361,0.9446972,0.0001790454,0.0002013918,0.0001191635,0.00009697005,0.007089611,0.0245483],"genre_scores_gemma":[0.7227896,0.0004450194,0.2354917,0.0004078361,0.0001673525,0.0001684019,0.0002350661,0.0004273657,0.03986755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007358853,"threshold_uncertainty_score":0.02461779,"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."}}