{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000141909,0.0005856029,0.0005067006,0.0002840438,0.0001254781,0.0001968453,0.0004697499,0.000149841,0.2914094],"category_scores_gemma":[0.00001049932,0.000472793,0.00008812919,0.000181248,0.0001176256,0.00002711486,0.0002453177,0.0005336027,0.001626651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002074501,"about_ca_system_score_gemma":0.0001831587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00427914,"about_ca_topic_score_gemma":0.0001202374,"domain_scores_codex":[0.9977192,0.0001438346,0.0002355496,0.0006618888,0.0005818277,0.0006577136],"domain_scores_gemma":[0.9983521,0.0002607348,0.0003499959,0.0006822466,0.00009103254,0.000263928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008013046,0.0002025373,0.0008133891,0.00008223994,0.0004199877,0.0000332962,0.0003578109,0.00004042223,0.0004985387,0.0003797903,0.7636545,0.2334374],"study_design_scores_gemma":[0.002407856,0.000681344,0.001612721,0.001170853,0.0001946311,0.000005130951,0.001447722,0.003244621,0.006083674,0.00008294608,0.9813516,0.001716897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001198896,0.00006479483,0.0240751,0.0002733589,0.0001129405,0.001896469,0.00005732826,0.0002087564,0.9721124],"genre_scores_gemma":[0.01362128,0.000003594244,0.02311255,0.00004660623,0.0005825739,0.0002609567,0.00006051356,0.0004036983,0.9619082],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2897828,"threshold_uncertainty_score":0.9997724,"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."}}