{"id":"W2111091517","doi":"10.1109/ecoc.1998.732616","title":"Long-period fiber grating by electrical discharge","year":2002,"lang":"en","type":"article","venue":"","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Grating; Materials science; Electric discharge; Optics; Period (music); Coupling (piping); Diffraction grating; Long-period fiber grating; Optical fiber; Optoelectronics; Acoustics; Graded-index fiber; Fiber optic sensor; Physics; Composite material; Electrode","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002064291,0.0001379573,0.0001227915,0.00003216204,0.00004259033,0.00002510415,0.00008276113,0.00006329082,0.003697286],"category_scores_gemma":[0.00002520729,0.0001257694,0.00003900549,0.0001756202,0.00001659673,0.0001249234,0.00001115712,0.0001704659,0.0009615974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004420747,"about_ca_system_score_gemma":8.868228e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001451677,"about_ca_topic_score_gemma":0.000001540859,"domain_scores_codex":[0.999244,0.000006335231,0.0001553371,0.0001478109,0.0001197169,0.0003267973],"domain_scores_gemma":[0.9996926,0.00003649779,0.00001035313,0.0001644696,0.00001104706,0.00008499195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001073156,0.0002967216,0.004018063,0.0001090359,0.0002749939,0.0001272371,0.002195198,0.03420022,0.1097677,0.002540395,0.6385719,0.2078878],"study_design_scores_gemma":[0.0009594653,0.00009648981,0.0005508086,0.00002370747,0.00002980529,0.0001291341,0.00008922948,0.8552909,0.05281831,0.0001386818,0.08860449,0.001269004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6322452,0.00345005,0.06894255,0.0005818761,0.0005016437,0.0004807838,0.00002629336,0.003505393,0.2902662],"genre_scores_gemma":[0.9542035,0.00004092941,0.01147715,0.0001037305,0.0001143538,0.00001798178,0.000009071387,0.00008477989,0.03394848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8210906,"threshold_uncertainty_score":0.9998163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008184693550880216,"score_gpt":0.2031970403203922,"score_spread":0.1950123467695119,"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."}}