{"id":"W7015449368","doi":"","title":"Three-degrees-of-freedom MEMS Electrostatic Out-of-plane Comb-drive Actuator for Auto-focus and Image Stabilization in Phone Cameras","year":2014,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CMC Microsystems","keywords":"Actuator; Image stabilization; Microelectromechanical systems; Rotation (mathematics); Mechanism (biology); Stroke (engine); Rotary actuator","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001209684,0.0001365343,0.0001378593,0.00009731471,0.0001369211,0.0001480855,0.0001903618,0.0002012464,0.0003959385],"category_scores_gemma":[0.00008833341,0.0001207535,0.0001236452,0.00007665742,0.0001154516,0.0001919235,0.0001258231,0.0001457477,0.0001217717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001851763,"about_ca_system_score_gemma":0.0002194611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003872954,"about_ca_topic_score_gemma":0.001452765,"domain_scores_codex":[0.9999328,0.000004729682,0.000002516961,0.000008826608,0.00004256519,0.000008613527],"domain_scores_gemma":[0.9999299,0.00001725345,0.00001591632,0.000005138528,0.00002322113,0.000008535068],"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":[0.00002083454,0.00000783741,0.0002099966,0.00004893315,0.000002689129,0.00003919975,0.00003442489,0.0007415924,0.9895503,0.0003419608,0.0001665947,0.008835558],"study_design_scores_gemma":[0.00001591869,0.0001990948,0.003964771,0.00001339425,0.00001011829,0.0001922639,0.00004118063,0.02824774,0.9608355,0.0001140656,0.006349362,0.00001670981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8723664,0.001844391,0.1180849,0.0001816358,0.00007805318,0.00005381241,0.00008860904,0.0001542276,0.007147804],"genre_scores_gemma":[0.9364223,0.0007256174,0.05868117,0.00003549505,0.00001282955,0.00003581553,0.0000415934,0.00001761028,0.004027467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0003959385,"threshold_uncertainty_score":0.001343548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006255103347313096,"score_gpt":0.2104390357209045,"score_spread":0.2041839323735914,"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."}}