{"id":"W4361214992","doi":"10.1007/s40830-023-00431-3","title":"Standardization of Shape Memory Alloys from Material to Actuator","year":2023,"lang":"en","type":"article","venue":"Shape Memory and Superelasticity","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"ATS Automation Tooling Systems (Canada)","funders":"","keywords":"Actuator; Shape-memory alloy; Temperature cycling; Nickel titanium; SMA*; Materials science; Torque; Mechanical engineering; Standardization; Context (archaeology); Thermal; Computer science; Structural engineering; Metallurgy; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.0006388402,0.0002810013,0.0004610616,0.0002134766,0.0002844033,0.0001119749,0.0003355771,0.0001584564,0.009377155],"category_scores_gemma":[0.0003770685,0.000264085,0.00008266824,0.0004509361,0.0001868593,0.0005298354,0.0001777818,0.0001308297,0.000816435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004799036,"about_ca_system_score_gemma":0.0001134398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008002252,"about_ca_topic_score_gemma":0.00006044299,"domain_scores_codex":[0.9977424,0.0001694815,0.0005992994,0.0005038479,0.0005366151,0.0004483321],"domain_scores_gemma":[0.9987842,0.0003669212,0.00008803223,0.0003400493,0.0001568175,0.0002639241],"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":[0.0003169389,0.00006540441,0.0002381192,0.00009941846,0.00003025962,0.00001460708,0.003188601,0.002038853,0.9904568,0.0002154594,0.0009223711,0.002413177],"study_design_scores_gemma":[0.001524394,0.0003325837,0.02578725,0.0001624615,0.0001558063,0.00001188453,0.001908559,0.01697001,0.9502618,0.0007132867,0.001460385,0.0007115302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915562,0.00001969168,0.003818523,0.0002688822,0.001153979,0.0004563503,0.001549201,0.0003258898,0.0008513162],"genre_scores_gemma":[0.9974364,0.00002104668,0.001704265,0.0002285494,0.0002381693,0.00004744067,0.0001529853,0.00003865202,0.0001324876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04019495,"threshold_uncertainty_score":0.9999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837882722325186,"score_gpt":0.2487181903286095,"score_spread":0.2303393631053576,"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."}}