{"id":"W4220817222","doi":"10.3390/drones6030068","title":"An Experimental Apparatus for Icing Tests of Low Altitude Hovering Drones","year":2022,"lang":"en","type":"article","venue":"Drones","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Icing; Icing conditions; Environmental science; Rotor (electric); Drizzle; Drone; Aerodynamics; Marine engineering; Meteorology; Aerospace engineering; Engineering; Precipitation; Mechanical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009685388,0.0001279204,0.0001911684,0.0001148683,0.0001485068,0.0000156848,0.0002076643,0.00004100631,0.00001575613],"category_scores_gemma":[0.00001532588,0.0001414031,0.00004774149,0.0001221696,0.00003347471,0.00009373203,0.00007462061,0.000106164,0.000002312208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006813156,"about_ca_system_score_gemma":0.00000897214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000447508,"about_ca_topic_score_gemma":0.000009552238,"domain_scores_codex":[0.9992989,0.000009544571,0.0001720701,0.0001553752,0.0001284911,0.0002356151],"domain_scores_gemma":[0.9996253,0.00004642693,0.00003479892,0.000255191,0.0000127351,0.00002554776],"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":[0.00003920318,0.0001560342,0.00227011,0.0002384454,0.00004973989,0.000007785496,0.00232957,0.2731407,0.7110487,0.002073067,0.000970426,0.007676239],"study_design_scores_gemma":[0.0004050924,0.000300463,0.001096535,0.00003707721,0.00001059818,0.00001238804,0.00281345,0.04226854,0.9518445,0.0003152381,0.0006430481,0.0002530942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992168,0.0004222202,0.005664844,0.00001627012,0.000427385,0.0001643212,0.00001806397,0.0008147599,0.0003041435],"genre_scores_gemma":[0.9972699,0.000007542968,0.0024597,0.00001267846,0.00005076941,0.0001139013,0.00001324441,0.00003765937,0.00003457748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2407958,"threshold_uncertainty_score":0.5766253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111411071214087,"score_gpt":0.2522127284675227,"score_spread":0.2410986177553819,"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."}}