{"id":"W4200352135","doi":"10.1088/1361-665x/ac4690","title":"Design, manufacturing, and performance evaluation of a novel smart roller bearing equipped with shape memory alloy wires","year":2021,"lang":"en","type":"article","venue":"Smart Materials and Structures","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Burnaby Hospital; University of British Columbia; Okanagan University College; University of British Columbia, Okanagan Campus","funders":"Natural Sciences and Engineering Research Council of Canada; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"SMA*; Shape-memory alloy; Materials science; Bearing (navigation); Dissipation; Hysteresis; Structural engineering; Pulley; Nickel titanium; Smart material; Actuator; Composite material; Engineering; Computer science; Electrical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002830962,0.0001637681,0.0002747162,0.00006792465,0.00008106463,0.00007333815,0.00005232005,0.00006211126,0.0002414615],"category_scores_gemma":[0.000007570547,0.0001271899,0.00001824645,0.00005443295,0.00004426398,0.0001682299,0.00004008067,0.00005115952,6.283092e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001438659,"about_ca_system_score_gemma":0.0000275714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003282099,"about_ca_topic_score_gemma":0.00001545336,"domain_scores_codex":[0.9991738,0.00002793163,0.0002129553,0.0001812466,0.0002293438,0.0001747011],"domain_scores_gemma":[0.999688,0.00001612482,0.00005001762,0.0001438446,0.0000609329,0.00004113746],"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":[0.0001401273,0.00001430999,0.002543905,0.0004818169,0.0003348513,0.000004701232,0.0009109377,0.05878868,0.9125699,0.00001570241,0.00006782403,0.02412719],"study_design_scores_gemma":[0.0009245092,0.00004933161,0.09543291,0.00007993609,0.0001588521,0.00003431381,0.0001112112,0.1215002,0.781404,0.00004125254,0.00006261481,0.0002008488],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989977,0.0004404722,0.0001371115,0.00001550038,0.0001294475,0.0001136075,0.000009721201,0.00003514517,0.0001212848],"genre_scores_gemma":[0.9982886,0.0002832081,0.001248238,0.00003379787,0.00006644336,0.0000136279,0.00001826218,0.00001877084,0.00002906912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.131166,"threshold_uncertainty_score":0.5186654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022100985005128,"score_gpt":0.2277551573404353,"score_spread":0.2056541723353073,"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."}}