{"id":"W2135602529","doi":"10.1109/icmens.2004.1508981","title":"Applicability of an Optimized Fiber Optic Smart Structure","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; CMC Microsystems","keywords":"Materials science; Orthotropic material; Fiber Bragg grating; Embedment; Strain gauge; Smart material; Composite material; Fiber optic sensor; Composite number; Epoxy; Structural health monitoring; Fiber; Optical fiber; Structural engineering; Optics; Optoelectronics; Finite element method; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004029692,0.0001397429,0.0002096587,0.00003580254,0.00001541967,0.000007476961,0.0001126065,0.0000891724,0.0009181686],"category_scores_gemma":[0.000008277694,0.0001272255,0.00004478651,0.0001245559,0.00004994984,0.0001047475,0.00001502228,0.0001032926,0.00002204049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003576406,"about_ca_system_score_gemma":0.000004834379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003041428,"about_ca_topic_score_gemma":0.0000134743,"domain_scores_codex":[0.9992718,0.00001003124,0.0002415247,0.0001701734,0.0001154281,0.0001910219],"domain_scores_gemma":[0.9994383,0.00004860684,0.00002184575,0.000406851,0.00003279827,0.00005157047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001423042,0.00002615558,0.00008100594,0.00004202562,0.00001551741,0.000002335042,0.00002860142,0.9805785,0.01582118,0.001009873,0.0001708977,0.002209691],"study_design_scores_gemma":[0.002744888,0.0001058025,0.01060877,0.00001913024,0.00007507689,0.0000522069,0.0001731627,0.7196354,0.2502795,0.009903915,0.005337522,0.001064517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639804,0.00003099777,0.00992817,0.000009338115,0.00006686109,0.0002029794,0.00001671879,0.0003647754,0.0253997],"genre_scores_gemma":[0.6919416,5.661041e-7,0.3075318,0.000005219991,0.00003744138,0.00000538521,0.0000155062,0.00002732356,0.0004350962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2976037,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00447136058413323,"score_gpt":0.2040450915085784,"score_spread":0.1995737309244452,"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."}}