{"id":"W2046179691","doi":"10.1007/s10404-012-0945-3","title":"Fiber Bragg grating sensor for two-phase flow in microchannels","year":2012,"lang":"en","type":"article","venue":"Microfluidics and Nanofluidics","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Microchannel; Fiber Bragg grating; Materials science; Microfluidics; Optical fiber; Fiber optic sensor; Optics; Velocimetry; Phase (matter); Two-phase flow; Flow (mathematics); Flow visualization; Flow velocity; Mechanics; Nanotechnology; Chemistry; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005190809,0.0005343233,0.0004875649,0.0005743957,0.0003841796,0.0003379933,0.0008076491,0.000732606,0.001181929],"category_scores_gemma":[0.0004438304,0.000370241,0.0002075965,0.0003298296,0.0003580248,0.0006750794,0.0002974405,0.000487553,0.0004601116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008106101,"about_ca_system_score_gemma":0.0006055869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002044208,"about_ca_topic_score_gemma":0.003378784,"domain_scores_codex":[0.9994075,0.00008173769,0.00002467905,0.0001655176,0.0002503395,0.00007019247],"domain_scores_gemma":[0.9997105,0.00008922731,0.00004318823,0.00002354599,0.00009971203,0.00003386144],"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":[0.00006720964,0.00003694801,0.0003293602,0.00005151416,0.000005795216,0.00001826807,0.00002423057,0.0001279073,0.9928093,0.0002534059,0.0001800198,0.006095972],"study_design_scores_gemma":[0.0000112574,0.00008621613,0.0010403,0.000002957303,0.00001063912,0.00008091953,0.00001616641,0.004439115,0.9928284,0.00004449791,0.001427641,0.00001182858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7946024,0.006944002,0.1861238,0.0006980037,0.0005939505,0.000259991,0.0008170197,0.001970381,0.007990417],"genre_scores_gemma":[0.8926646,0.001470883,0.1005706,0.000377866,0.00008862508,0.0001274565,0.0003830763,0.00006127409,0.004255576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002044208,"threshold_uncertainty_score":0.005881429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751977945549724,"score_gpt":0.2663524029270573,"score_spread":0.2488326234715601,"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."}}