{"id":"W7063795104","doi":"","title":"Adaptive composite panel with embedded SMA actuators: design, manufacturing, testing","year":2013,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; École de technologie supérieure","keywords":"SMA*; Actuator; Finite element method; Shape-memory alloy; Composite number","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":[0.0005019947,0.0002810838,0.0001586097,0.0002516797,0.0001547498,0.0002519757,0.0007531558,0.0005579407,0.001220379],"category_scores_gemma":[0.0004656013,0.0001556019,0.000190071,0.0001953684,0.000329891,0.0002783137,0.0002564474,0.0002943885,0.000399987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002303068,"about_ca_system_score_gemma":0.0002614213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004613318,"about_ca_topic_score_gemma":0.0006648464,"domain_scores_codex":[0.9996848,0.0000432841,0.000008014789,0.00003667862,0.0002036367,0.00002365698],"domain_scores_gemma":[0.9996021,0.00008309926,0.00006867615,0.0001012647,0.0001001058,0.0000447553],"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":[0.0002001251,0.0002128365,0.003684706,0.0002356935,0.00002760497,0.0004204669,0.0002398823,0.08558524,0.8620385,0.001351204,0.0008094232,0.04519436],"study_design_scores_gemma":[0.00004747334,0.002266462,0.0128518,0.00003827642,0.00003541892,0.0004736835,0.0001138552,0.194264,0.7761412,0.0004342902,0.01328279,0.00005080096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8284543,0.000425573,0.1612467,0.00009875964,0.00005701549,0.0002086917,0.0002769172,0.0008511806,0.008380787],"genre_scores_gemma":[0.937602,0.0001695722,0.0569014,0.00001309003,0.000005307217,0.0001080143,0.0001342005,0.00005402649,0.005012468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001220379,"threshold_uncertainty_score":0.004082561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02955111923593503,"score_gpt":0.2489931673265479,"score_spread":0.2194420480906129,"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."}}