{"id":"W2761042642","doi":"10.1109/apwc.2017.8062266","title":"Application of shape memory alloy actuators in shape correction of composite radio telescope reflector surfaces","year":2017,"lang":"en","type":"article","venue":"","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Dominion Astrophysical Observatory","funders":"","keywords":"Actuator; Reflector (photography); Radio telescope; Shape-memory alloy; Optics; Telescope; Composite number; Computer science; Materials science; Mechanical engineering; Physics; Electrical engineering; Engineering; Astronomy; Composite material","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":[0.0001351699,0.0002587536,0.0001486473,0.0002247843,0.0001242168,0.0002720693,0.0003306016,0.0003072895,0.0005705783],"category_scores_gemma":[0.0001911874,0.0001540405,0.0002069544,0.0001767317,0.0001933905,0.0002551103,0.000242212,0.000255358,0.0003348569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519522,"about_ca_system_score_gemma":0.0001244004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002518126,"about_ca_topic_score_gemma":0.0005425168,"domain_scores_codex":[0.9998587,0.00001155424,0.000006988526,0.00002749388,0.00007946564,0.00001569163],"domain_scores_gemma":[0.9998937,0.00001735819,0.00002766053,0.00002116757,0.00003194742,0.000008236693],"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":[0.00004899281,0.00001111008,0.0002008347,0.00005242109,0.000004136199,0.0001101524,0.00003249534,0.001544406,0.9813203,0.0007838599,0.0001729453,0.01571828],"study_design_scores_gemma":[0.000005499111,0.0001464017,0.0008628168,0.000005108504,0.000007445407,0.0001999435,0.00002359975,0.01581619,0.975604,0.0001371515,0.007181194,0.00001073227],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8275773,0.003342761,0.1502541,0.0002465673,0.0003916403,0.00005840986,0.0001119524,0.000783244,0.01723403],"genre_scores_gemma":[0.9391574,0.0006359296,0.0544331,0.0000465666,0.00002142101,0.00001487186,0.00004826918,0.00004342074,0.00559905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005705783,"threshold_uncertainty_score":0.00190872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053330435905137,"score_gpt":0.2859012405213044,"score_spread":0.265367936162253,"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."}}