{"id":"W4283361373","doi":"10.2514/6.2022-3697","title":"Implementation of a Non-Intrusive Ultrasound Ice Accretion Sensor to an ALF502R-5 Vane Segment Ice Crystal Component Test","year":2022,"lang":"en","type":"article","venue":"AIAA AVIATION 2022 Forum","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Accretion (finance); Icing; Geology; Supercooling; Cascade; Environmental science; Materials science; Remote sensing; Astrophysics; Meteorology; Physics; Engineering; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481064,0.0001601062,0.0001820836,0.0002443283,0.0002408807,0.00002931774,0.0001772223,0.00004727528,0.0002322447],"category_scores_gemma":[0.00004858429,0.0001891599,0.00004963309,0.0004183099,0.00001576773,0.0001694268,0.0001176872,0.0001817293,0.00001869797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003584067,"about_ca_system_score_gemma":0.00002443636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004085012,"about_ca_topic_score_gemma":0.0001547971,"domain_scores_codex":[0.9987055,0.00003957066,0.0003547365,0.000230455,0.00037536,0.0002943518],"domain_scores_gemma":[0.999332,0.0001277849,0.0001185988,0.0002962216,0.00007307651,0.00005231884],"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":[0.00004777719,0.0001573986,0.0190087,0.00007908895,0.0000790315,0.000006112122,0.004438356,0.1103613,0.8383822,0.0006586195,0.00924621,0.01753527],"study_design_scores_gemma":[0.002079976,0.002281261,0.1186819,0.00005032498,0.0001267096,0.00007255198,0.07359448,0.04045302,0.7537658,0.0007863834,0.007138079,0.0009695299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948927,0.00001417116,0.04853959,0.0006472828,0.0004379829,0.0005398808,0.0002436026,0.0004771745,0.0001732754],"genre_scores_gemma":[0.9973549,0.00001203189,0.001763414,0.0001787353,0.00003966348,0.0001438491,0.0004098098,0.00003398109,0.00006367577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09967323,"threshold_uncertainty_score":0.7713716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006952481219606446,"score_gpt":0.2479991837423278,"score_spread":0.2410467025227213,"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."}}