{"id":"W2084433061","doi":"10.1117/12.715908","title":"Amplification in micropositioning devices using hydraulic boosters","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Booster (rocketry); Actuator; Stiffness; Lever; Hysteresis; Hydraulic machinery; Computer science; Mechanical engineering; Materials science; Structural engineering; Engineering; Physics; Electrical engineering; Aerospace 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"],"consensus_categories":[],"category_scores_codex":[0.0006760571,0.0002728438,0.0003359705,0.0001930333,0.00006509492,0.00009251921,0.0005617914,0.0001810829,0.000005005335],"category_scores_gemma":[0.0001383128,0.0002562988,0.0003329062,0.0004767686,0.0000902144,0.0005132973,0.00005216328,0.0002980778,0.000001116991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003412426,"about_ca_system_score_gemma":0.00001975701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001978055,"about_ca_topic_score_gemma":7.978833e-7,"domain_scores_codex":[0.99813,8.483362e-9,0.0007153897,0.0002684288,0.0004219497,0.0004641866],"domain_scores_gemma":[0.9989884,0.0001196307,0.0002127858,0.00004660222,0.0005349142,0.00009758841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006184599,0.00006356958,0.001429539,0.0003478926,0.0002599546,1.844994e-7,0.0002832711,0.001695554,0.9156256,0.07663507,0.0004154461,0.003182105],"study_design_scores_gemma":[0.002056525,0.0002153865,0.005493987,0.0006770929,0.0002258305,0.00004449732,0.002110521,0.6900138,0.29411,0.001173129,0.003018349,0.0008608576],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951194,0.0002681488,0.001849739,0.0003254868,0.0001906115,0.0004012172,0.00001107689,0.0001090806,0.001725228],"genre_scores_gemma":[0.9590598,0.00004951195,0.04043558,0.00008216064,0.0002529942,0.00003892364,0.000005350719,0.00005622482,0.00001942574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6883183,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00886582568836037,"score_gpt":0.2206603750705232,"score_spread":0.2117945493821629,"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."}}