{"id":"W4407304239","doi":"10.1109/access.2025.3540365","title":"Near-Infrared Electronically-Controlled Variable Attenuator for W-Band Frequency Range","year":2025,"lang":"en","type":"article","venue":"IEEE Access","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo","funders":"","keywords":"Attenuator (electronics); Optical attenuator; Materials science; Optoelectronics; Optics; Electrical engineering; Physics; Attenuation; Engineering; Optical fiber","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":[],"consensus_categories":[],"category_scores_codex":[0.0001700942,0.000162129,0.0004348138,0.00007077577,0.00009118076,0.0001528349,0.0004454272,0.0002275767,0.00008299349],"category_scores_gemma":[0.0001121291,0.0001420454,0.00009839041,0.0003103306,0.00003482399,0.0001711882,0.00001813562,0.0001830651,0.00001796788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008260825,"about_ca_system_score_gemma":0.00006303473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005814726,"about_ca_topic_score_gemma":0.00003670959,"domain_scores_codex":[0.9989169,0.00001540262,0.0003366417,0.0002160569,0.00007801743,0.0004370065],"domain_scores_gemma":[0.9993295,0.0001999235,0.00003050011,0.0003161789,0.00006875654,0.00005515829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001719071,0.0006494086,0.02016631,0.003620921,0.003947615,0.00005372982,0.0001792358,0.01656334,0.275645,0.3780852,0.2834351,0.01593506],"study_design_scores_gemma":[0.05901138,0.0006809524,0.003554205,0.0007106375,0.0009066335,0.00001596296,0.00004493061,0.2197515,0.1210643,0.2239127,0.367681,0.002665829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5299318,0.003818127,0.3630359,0.001115134,0.003251138,0.003383763,0.00007424418,0.002086503,0.09330338],"genre_scores_gemma":[0.9962785,0.00001884649,0.001362786,0.0002189854,0.0001283368,0.0006424709,0.00000524731,0.00002965741,0.001315172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4663467,"threshold_uncertainty_score":0.5792442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007931140344073023,"score_gpt":0.2552566614349745,"score_spread":0.2473255210909015,"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."}}