{"id":"W4249864614","doi":"10.32920/ryerson.14656506.v1","title":"Piezo drive tunable optic filter","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Fiber Bragg grating; Materials science; Optics; Filter (signal processing); Optical fiber; Linear variable differential transformer; Acoustics; Wavelength; Electronic engineering; Engineering; Optoelectronics; Electrical engineering; Physics; Transformer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008952904,0.0002505797,0.0001906439,0.0001923691,0.0003161227,0.0003011445,0.0005437396,0.0003751203,0.005915063],"category_scores_gemma":[0.0001852012,0.0001125472,0.000111238,0.00015063,0.0001911958,0.0003796487,0.0002330285,0.0002093862,0.001047462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005288543,"about_ca_system_score_gemma":0.0002446824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004977216,"about_ca_topic_score_gemma":0.0008832171,"domain_scores_codex":[0.9997941,0.000007721193,0.000006160547,0.00005347271,0.0001164837,0.00002212869],"domain_scores_gemma":[0.9999024,0.00002622528,0.00002298597,0.00001009152,0.00003180531,0.000006433454],"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":[0.00008531954,0.00002871997,0.0002704794,0.000100175,0.000006054803,0.000100147,0.00004442652,0.0006734203,0.9703387,0.001378979,0.0009809076,0.0259927],"study_design_scores_gemma":[0.00003460304,0.0002154988,0.002305365,0.00001385398,0.00001719223,0.0004686099,0.00002912718,0.01295183,0.9454863,0.0004113464,0.03804331,0.00002283024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6776238,0.003686654,0.2379897,0.001061321,0.0006581969,0.0003318197,0.00124238,0.004229112,0.07317711],"genre_scores_gemma":[0.9176213,0.0007327808,0.0430892,0.0002511613,0.00008535601,0.0001276472,0.0002687,0.0001233944,0.0377006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005915063,"threshold_uncertainty_score":0.01978791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316943349431299,"score_gpt":0.2225600667409239,"score_spread":0.2093906332466109,"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."}}