{"id":"W2026978322","doi":"10.1115/smasis2011-4903","title":"Fabrication of a Novel Monolithic NiTi Based Shape Memory Microgripper via Multiple Memory Material Processing","year":2011,"lang":"en","type":"article","venue":"","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovative Targeting Solutions (Canada); University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Shape-memory alloy; Nickel titanium; Materials science; Fabrication; Titanium; Nickel; Process (computing); Computer science; Composite material; Metallurgy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005166355,0.0002269935,0.0002782852,0.0001834755,0.0001661291,0.00006003004,0.0004175821,0.0001323191,0.005499524],"category_scores_gemma":[0.00007604108,0.0002046268,0.00008527338,0.000246685,0.0002032466,0.0007526373,0.00004724606,0.00009329856,0.0001944752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005167272,"about_ca_system_score_gemma":0.0001605055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003169098,"about_ca_topic_score_gemma":0.00004318888,"domain_scores_codex":[0.9982504,0.00007485677,0.0006361008,0.0003568271,0.0003176793,0.0003641681],"domain_scores_gemma":[0.9988828,0.00005961938,0.0002413013,0.0003853987,0.0003263643,0.0001045434],"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":[0.0001157897,0.0003652837,0.0002200334,0.0001761306,0.000005736713,0.000001013757,0.001725353,0.00006804815,0.9940192,0.00002332766,0.00004048382,0.00323966],"study_design_scores_gemma":[0.001010023,0.00005619417,0.00397074,0.00005556377,0.00003696073,0.00001236896,0.0004148657,0.04775961,0.946367,0.00003512839,0.00003230554,0.000249247],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523172,0.00002610151,0.04103585,0.00006149291,0.000413981,0.0005238088,0.00007632175,0.0002638009,0.005281457],"genre_scores_gemma":[0.9509265,0.000001111454,0.04846526,0.0002668723,0.00007888611,0.00009418517,0.00003447069,0.0000339783,0.00009876747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04769157,"threshold_uncertainty_score":0.9954096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04637400309556946,"score_gpt":0.2463334401602403,"score_spread":0.1999594370646709,"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."}}