{"id":"W3011935059","doi":"10.2514/6.iac-05-c2.4.03","title":"Actuation Precision Control of SMA Actuators Used ...","year":2005,"lang":"en","type":"article","venue":"56th International Astronautical Congress of the International Astronautical Federation, the International Academy of Astronautics, and the International Institute of Space Law","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"SMA*; Actuator; Computer science; Control (management); Control theory (sociology); Control engineering; Artificial intelligence; Engineering; Algorithm","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":[0.00016888,0.000239731,0.0001302465,0.000221003,0.0003304188,0.0003997402,0.0003148642,0.0002291811,0.002403638],"category_scores_gemma":[0.0003905497,0.00009333825,0.0001352975,0.0001529683,0.0001610919,0.0002581398,0.0001848991,0.0001604557,0.0004830256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001948469,"about_ca_system_score_gemma":0.0001233894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005901558,"about_ca_topic_score_gemma":0.001052234,"domain_scores_codex":[0.999879,0.00001064858,0.000008891991,0.00002565086,0.0000580318,0.00001772677],"domain_scores_gemma":[0.999881,0.00002554989,0.00002263737,0.00002056048,0.00004489485,0.000005297679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006090705,0.00003607926,0.0005843475,0.0001831851,0.00001730404,0.0001024227,0.0001168906,0.009057831,0.8388474,0.004820376,0.001361169,0.1442639],"study_design_scores_gemma":[0.0000468531,0.0007532989,0.007373134,0.00004531623,0.0000309777,0.00026741,0.00009166903,0.1264422,0.8376945,0.002240093,0.02497563,0.00003897669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7036034,0.00464117,0.2341512,0.0006440928,0.0009896007,0.0001083469,0.0003480633,0.001052742,0.0544614],"genre_scores_gemma":[0.9832428,0.0002931185,0.009643883,0.00002793289,0.00002248049,0.00001745812,0.00005245921,0.00001749963,0.006682337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002403638,"threshold_uncertainty_score":0.008041024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688342327558573,"score_gpt":0.2689859567662402,"score_spread":0.2521025334906545,"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."}}