{"id":"W4416377494","doi":"10.1117/12.3076379","title":"Real-time and high-accuracy photonic-assisted microwave frequency measurements in a random fiber grating array","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Microwave; Fiber Bragg grating; Observational error; Grating; Rayleigh scattering; Measurement uncertainty","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001274774,0.0006880788,0.001148651,0.0004731465,0.0002570818,0.0002153636,0.0006395123,0.0003399127,0.0009293597],"category_scores_gemma":[0.0005411078,0.000753279,0.0001595825,0.001215105,0.0001256709,0.0005051174,0.0002263359,0.0006943576,0.0001065475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009867449,"about_ca_system_score_gemma":0.0003501585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003119619,"about_ca_topic_score_gemma":0.001390029,"domain_scores_codex":[0.9955692,0.0005396813,0.001921933,0.0007903202,0.0004003023,0.0007785856],"domain_scores_gemma":[0.9963822,0.001143924,0.000360153,0.001691875,0.0002426288,0.0001791666],"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":[0.0001264178,0.0001173412,0.0009648559,0.0003663783,0.0003281952,0.000006099724,0.001205607,0.001444072,0.9853696,0.0003394425,0.0001462215,0.009585816],"study_design_scores_gemma":[0.05468904,0.0002099193,0.01777181,0.01167493,0.0006465678,0.0001205975,0.002275152,0.05968366,0.8342034,0.003814009,0.01008032,0.004830664],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6250927,0.01015441,0.01320437,0.0005335178,0.001094679,0.005062256,0.00008250307,0.0007309841,0.3440445],"genre_scores_gemma":[0.9432853,0.001347475,0.05002621,0.00005707947,0.0000284244,0.0003063547,0.00003886472,0.00009326789,0.00481703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3392275,"threshold_uncertainty_score":0.9999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181701627647079,"score_gpt":0.2679051381247108,"score_spread":0.2460881218482401,"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."}}