{"id":"W2095914960","doi":"10.2514/6.2005-252","title":"First Results from the Alliance Icing Research Study II","year":2005,"lang":"en","type":"article","venue":"43rd AIAA Aerospace Sciences Meeting and Exhibit","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; McGill University; Defence Research and Development Canada","funders":"Canadian Foundation for Climate and Atmospheric Sciences; Federal Aviation Administration; University of Wyoming; National Center for Atmospheric Research; National Science Foundation","keywords":"Alliance; Computer science; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003023685,0.0007272776,0.0007668085,0.002084784,0.00181904,0.001507683,0.0007519058,0.000961796,0.006922502],"category_scores_gemma":[0.005396259,0.0002588834,0.0006128942,0.001483912,0.000517612,0.00073812,0.001196621,0.0009559997,0.003329052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003404748,"about_ca_system_score_gemma":0.003720754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1925159,"about_ca_topic_score_gemma":0.2971336,"domain_scores_codex":[0.9971047,0.0004704262,0.0001220127,0.0004157971,0.001500685,0.0003864141],"domain_scores_gemma":[0.9874566,0.001793356,0.000704287,0.001630334,0.006585118,0.001830233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007120804,0.007507012,0.4735607,0.0006318014,0.0005377649,0.002249111,0.007616887,0.006039968,0.02553677,0.003300442,0.2736654,0.1922333],"study_design_scores_gemma":[0.0003313138,0.002630785,0.8344513,0.00007781175,0.0001166594,0.0003111425,0.00543875,0.001935111,0.007337717,0.0004303749,0.1468201,0.0001190114],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.853862,0.0006432224,0.001677922,0.001930359,0.0002841696,0.001718882,0.043292,0.0005426718,0.09604866],"genre_scores_gemma":[0.8414277,0.0005799848,0.004885457,0.001441914,0.0002517074,0.001204647,0.05337934,0.0002831537,0.09654617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1925159,"threshold_uncertainty_score":0.3827907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05407060853122058,"score_gpt":0.2998427502264768,"score_spread":0.2457721416952562,"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."}}