{"id":"W2062424232","doi":"10.1088/0964-1726/18/9/095048","title":"Simultaneous measurement of temperature and tensile loading using superstructure FBGs developed by laser direct writing of periodic on-fiber metallic films","year":2009,"lang":"en","type":"article","venue":"Smart Materials and Structures","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Ontario Ministry of Research and Innovation","keywords":"Materials science; Fiber Bragg grating; Superstructure; Composite material; Laser; Ultimate tensile strength; Fiber; Thermal; Optics; Optoelectronics; Structural engineering; Wavelength","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":[],"consensus_categories":[],"category_scores_codex":[0.0001303291,0.0002961777,0.0005486378,0.00007687421,0.00009155925,0.00005855081,0.00007014269,0.0001591141,0.000105645],"category_scores_gemma":[0.00009821776,0.0002425001,0.00003478317,0.00009070955,0.00007885212,0.00008036597,0.00002027994,0.0001104883,3.270873e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002861964,"about_ca_system_score_gemma":0.00001373084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001600348,"about_ca_topic_score_gemma":0.000002330137,"domain_scores_codex":[0.9988043,0.00003913968,0.0003974301,0.0002540499,0.0002478236,0.0002572071],"domain_scores_gemma":[0.999518,0.00006186145,0.00008291525,0.0001648414,0.00009834244,0.00007399795],"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":[0.00004362908,0.000003776331,0.00004077151,0.0001496008,0.00006356725,0.000007482645,0.0003573917,0.006229807,0.9924337,0.00003373761,0.00006693431,0.0005696588],"study_design_scores_gemma":[0.0003867714,0.00007335595,0.001230038,0.0001354989,0.00005678148,0.00004761904,0.0001911748,0.0004069389,0.9968144,0.0001652714,0.0002034451,0.0002886942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982746,0.001020331,0.000007554564,0.0000112066,0.0001748037,0.000191234,0.0001431584,0.00005530478,0.000121812],"genre_scores_gemma":[0.9939468,0.00006495718,0.005838721,0.00003645398,0.0000464827,0.000001460769,0.00001442105,0.00003487962,0.00001582406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005831166,"threshold_uncertainty_score":0.9888866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177822175852115,"score_gpt":0.2176235330648441,"score_spread":0.2058453113063229,"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."}}