{"id":"W2125524464","doi":"10.3390/s110404152","title":"Recent Progress in Brillouin Scattering Based Fiber Sensors","year":2011,"lang":"en","type":"article","venue":"Sensors","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":569,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Brillouin scattering; Optics; Fiber Bragg grating; Optical fiber; Brillouin zone; Distributed acoustic sensing; Materials science; Acoustic wave; Fiber optic sensor; Graded-index fiber; Electrostriction; Acoustics; Physics; Piezoelectricity","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"],"consensus_categories":[],"category_scores_codex":[0.0001355189,0.0003278675,0.0003096193,0.0002626918,0.00003651225,0.00001898014,0.0001751156,0.0001511018,0.0006790463],"category_scores_gemma":[0.00003373109,0.000355824,0.00007512233,0.0004615311,0.0001148381,0.0001108117,0.0000312355,0.0003002439,0.0006637075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001689963,"about_ca_system_score_gemma":0.00001390391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001135329,"about_ca_topic_score_gemma":0.0000220473,"domain_scores_codex":[0.998291,0.00004806712,0.0004049201,0.0003707585,0.0002246996,0.0006605253],"domain_scores_gemma":[0.9992127,0.00005964789,0.00004711555,0.0004794059,0.00004786877,0.0001532411],"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":[0.0002539535,0.0003062238,0.04715288,0.0004221027,0.0001876396,0.001277875,0.00785799,0.6657075,0.003249199,0.0001566486,0.001468205,0.2719598],"study_design_scores_gemma":[0.005582017,0.0002780861,0.1254358,0.0008488517,0.0001126183,0.0003212241,0.001622083,0.5300422,0.1495868,0.0004217796,0.1809942,0.004754455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837884,0.0003771802,0.00004341122,0.00008631902,0.0004034121,0.0003200525,0.000008143042,0.0006558907,0.01431716],"genre_scores_gemma":[0.9781607,0.0001086111,0.02076721,0.00007295398,0.0000883357,0.00003286485,0.000009272518,0.0001720872,0.0005879225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2672054,"threshold_uncertainty_score":0.9998894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138784837091841,"score_gpt":0.2302178169704639,"score_spread":0.2088299685995454,"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."}}