{"id":"W2416114318","doi":"10.2514/6.2016-4052","title":"Development and Validation of Compact Isokinetic Total Water Content Probe for Wind Tunnel Characterization","year":2016,"lang":"en","type":"article","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Wind tunnel; Characterization (materials science); Water content; Content (measure theory); Environmental science; Remote sensing; Computer science; Materials science; Aerospace engineering; Engineering; Geotechnical engineering; Geology; Mathematics; Nanotechnology","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":[],"consensus_categories":[],"category_scores_codex":[0.00006105343,0.00006410978,0.00009306388,0.0000494213,0.00001835469,0.000008306882,0.00002595199,0.00003743684,0.000006987404],"category_scores_gemma":[0.00001337643,0.00003493946,0.00001051737,0.00001769931,0.00001473564,0.0000600726,0.00001030874,0.00001373677,0.000003611784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001799787,"about_ca_system_score_gemma":0.00000285953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001896668,"about_ca_topic_score_gemma":6.432089e-7,"domain_scores_codex":[0.9996403,0.000002529889,0.0001478191,0.00006537151,0.00004377247,0.0001001793],"domain_scores_gemma":[0.9998644,0.00001684812,0.00001582259,0.00006155039,0.0000294732,0.00001188433],"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":[0.000007276582,0.000006920596,0.0008872367,0.00005909229,0.00001397222,7.341563e-8,0.0003159796,0.00005453582,0.9793478,0.0001655921,0.00002620793,0.01911529],"study_design_scores_gemma":[0.0002941265,0.00003093357,0.02663075,0.00005610843,0.000004493771,0.000001831959,0.00004088211,0.0005214404,0.9720364,0.00004995137,0.0002623094,0.00007081475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8234269,0.000001834394,0.1760073,0.0001416736,0.00005238143,0.0001382833,0.000002885965,0.0001773049,0.00005139731],"genre_scores_gemma":[0.9968556,0.000003377183,0.002855327,0.000006076751,0.000009340536,0.00000610325,0.0000164807,0.000009238909,0.0002384097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1734287,"threshold_uncertainty_score":0.142479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030662035889057,"score_gpt":0.2040006619062073,"score_spread":0.1736940415473167,"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."}}