{"id":"W4231973996","doi":"10.32920/ryerson.14661381","title":"Development of an Electromagnetic Actuator based Translation Micromirror as a Movable Mirror in a Miniaturized FTIR Spectrometer","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CMC Microsystems (Canada); Toronto Metropolitan University; Alcohol Countermeasure Systems (Canada); University of Toronto","funders":"","keywords":"Actuator; Microelectromechanical systems; Optics; Translation (biology); Materials science; Surface micromachining; Tilt (camera); Microactuator; Optoelectronics; Physics; Mechanical engineering; Electrical engineering; Engineering; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009010014,0.000869328,0.0008877086,0.0004394191,0.0002600637,0.0004474521,0.001678318,0.001174907,0.0009988939],"category_scores_gemma":[0.0005838116,0.000707062,0.0008178568,0.0002744408,0.0003177574,0.0009003708,0.0006012422,0.0009747555,0.001089199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00030615,"about_ca_system_score_gemma":0.0006213374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003581103,"about_ca_topic_score_gemma":0.0005172394,"domain_scores_codex":[0.9994063,0.00005328539,0.00004473685,0.0002073141,0.0002352529,0.0000529655],"domain_scores_gemma":[0.9996462,0.00005873198,0.00007395416,0.00005359984,0.0000934591,0.00007403277],"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":[0.00002048269,0.0000266465,0.00007692537,0.00006728825,0.000006082596,0.00008528678,0.00001663855,0.000110914,0.9956698,0.0002210983,0.0001220731,0.003576687],"study_design_scores_gemma":[0.00003721311,0.0005020107,0.0008404303,0.00001076171,0.00002812684,0.0006449268,0.00001637734,0.006588974,0.9843616,0.00004643865,0.006886029,0.00003710358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4838883,0.004719672,0.492992,0.0008424258,0.001411158,0.001834165,0.0008791746,0.004971846,0.008461284],"genre_scores_gemma":[0.1510422,0.001229264,0.8421502,0.0001477301,0.0001002255,0.0003820678,0.0004136595,0.0001594971,0.004375215],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001678318,"threshold_uncertainty_score":0.004764974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01890256871738407,"score_gpt":0.2526443429874986,"score_spread":0.2337417742701145,"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."}}