{"id":"W4417053916","doi":"10.1109/ecoc66593.2025.11263005","title":"Optical Fibers for Point and Distributed Dynamic Sensing","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Optical fiber; Structural health monitoring; Point (geometry); Distributed acoustic sensing; Fiber optic sensor; Fiber","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000430333,0.000563876,0.0002673324,0.0006994111,0.0004733934,0.000838815,0.0004596368,0.001168177,0.006336135],"category_scores_gemma":[0.0004387951,0.0002190727,0.0002391646,0.0005067944,0.0007119414,0.001606598,0.0006744181,0.001078638,0.002523835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006623659,"about_ca_system_score_gemma":0.0003039238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004162597,"about_ca_topic_score_gemma":0.0007812231,"domain_scores_codex":[0.9995203,0.00004276066,0.00001371939,0.0001107557,0.0002743504,0.00003805774],"domain_scores_gemma":[0.9997758,0.00006859788,0.00003858207,0.00003464589,0.000063066,0.00001931673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007441961,0.0000670673,0.0004878403,0.0007807097,0.00002099981,0.0002205234,0.0001332973,0.001390635,0.3293669,0.1446415,0.01179918,0.5110169],"study_design_scores_gemma":[0.00001672183,0.0002508489,0.00121931,0.0002576314,0.00001969913,0.001592197,0.00007101835,0.003720973,0.164773,0.03413041,0.7938827,0.00006556971],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04801421,0.27321,0.4143307,0.006762108,0.005419466,0.0004048569,0.0005580742,0.00129188,0.2500087],"genre_scores_gemma":[0.3192899,0.1529799,0.3226695,0.002960066,0.002692633,0.0003124917,0.0003986783,0.0002763108,0.1984206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006336135,"threshold_uncertainty_score":0.02119642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005690836387580142,"score_gpt":0.2432591181563033,"score_spread":0.2375682817687232,"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."}}