{"id":"W4392603362","doi":"10.1002/9781394205318.ch9","title":"Photonic‐Assisted Instantaneous Frequency Measurements","year":2024,"lang":"en","type":"other","venue":"","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Physics","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":["insufficient_payload"],"category_scores_codex":[0.00008421563,0.0003466692,0.0003507195,0.0002404794,0.00001437451,0.00004175317,0.0004666231,0.0002753295,0.007001496],"category_scores_gemma":[0.000009108976,0.000336085,0.00009326239,0.0002395892,0.00002776298,0.00002547252,0.00006321399,0.0003550772,0.005390322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003210814,"about_ca_system_score_gemma":0.00003633421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001627037,"about_ca_topic_score_gemma":0.0009626701,"domain_scores_codex":[0.9988152,0.00002600753,0.0003328737,0.0002734561,0.0003063777,0.000246085],"domain_scores_gemma":[0.9986361,0.00001448671,0.00005657188,0.001191132,0.00002246871,0.00007929033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000102835,0.00001648348,0.000004280099,0.0006785585,0.0004514237,0.0000451158,0.00008045895,0.00004888214,0.003540979,0.0005158849,0.9922078,0.002409072],"study_design_scores_gemma":[0.0001200468,0.000006217064,7.873562e-7,0.0005740633,0.00003412338,0.00005660102,0.00002507492,0.0003054545,0.0003722377,0.0001550407,0.9979666,0.0003836775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002651052,0.0209816,0.0007481852,0.000008331131,0.001371674,0.0004284401,0.00005842422,0.004141319,0.9722594],"genre_scores_gemma":[0.007767087,0.0006980257,0.005487544,0.0000296289,0.0001007539,0.0001414225,0.00004359088,0.001727482,0.9840044],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02028358,"threshold_uncertainty_score":0.9999091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04100091252771967,"score_gpt":0.2676616562183154,"score_spread":0.2266607436905958,"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."}}