{"id":"W4414581740","doi":"10.1007/s40830-025-00575-4","title":"Application of Shape Memory Alloys Inside a Ram Air Door Rotary Actuator","year":2025,"lang":"en","type":"article","venue":"Shape Memory and Superelasticity","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"3v Geomatics (Canada)","funders":"","keywords":"Actuator; SMA*; Aerospace; Shape-memory alloy; Torque; Rotary actuator; Tube (container); Displacement (psychology); Automation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006515874,0.0003406033,0.0005323327,0.0002403386,0.000360442,0.00004950945,0.0004527,0.0002205562,0.001322535],"category_scores_gemma":[0.0003094575,0.0003182817,0.0001315258,0.0004281923,0.0004290992,0.0006191679,0.0001743293,0.0002952673,0.0001887524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006669929,"about_ca_system_score_gemma":0.0002229477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001024629,"about_ca_topic_score_gemma":0.00008642175,"domain_scores_codex":[0.9976732,0.0001870702,0.0007442278,0.0005863399,0.0003723215,0.0004369071],"domain_scores_gemma":[0.9984497,0.0005513871,0.0001310157,0.0005012872,0.0001879514,0.0001786429],"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":[0.0004442199,0.0005548306,0.002426371,0.0008316879,0.0001069304,0.00001347236,0.002276625,0.001396877,0.962574,0.003946225,0.0007197903,0.02470899],"study_design_scores_gemma":[0.004743151,0.000439922,0.1109678,0.0004677001,0.000622233,0.00007896125,0.002921248,0.1527644,0.7184527,0.003683856,0.003398519,0.001459527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852478,0.0002440963,0.007228275,0.0005150499,0.0004362104,0.0007883669,0.0001056917,0.0002112613,0.005223267],"genre_scores_gemma":[0.9964358,0.00003376067,0.002126532,0.0008699753,0.00008797822,0.0001515149,0.00003150854,0.00002500044,0.0002379294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2441213,"threshold_uncertainty_score":0.9999269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034570716960218,"score_gpt":0.2422786930380923,"score_spread":0.2319329858684901,"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."}}