{"id":"W1966975713","doi":"10.1109/epec.2011.6070244","title":"A lagrangean interactive interface to evaluate ice accretion modeling on a cylinder - a test case for icing modeling on wind turbine airfoils","year":2011,"lang":"en","type":"article","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Icing conditions; Icing; Turbine; Context (archaeology); Wind power; Marine engineering; Computer science; Environmental science; Interface (matter); Simulation; Meteorology; Aerospace engineering; Engineering; Geology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004041995,0.0003613823,0.0003241752,0.0004248166,0.0001466185,0.00006053336,0.0002109078,0.000179725,0.00001752623],"category_scores_gemma":[0.0004687829,0.0003168645,0.0001002928,0.0002344489,0.00001369551,0.0002256927,0.00007700338,0.0004317793,0.00007189379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240073,"about_ca_system_score_gemma":0.00001444187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005370428,"about_ca_topic_score_gemma":0.0002353288,"domain_scores_codex":[0.9984878,0.00002205087,0.000381236,0.0004478121,0.0001854305,0.0004756347],"domain_scores_gemma":[0.9990088,0.0002569605,0.0000429331,0.0004392234,0.0001607388,0.00009129641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002555142,0.0000680611,0.000009031953,0.00005811072,0.00005449612,0.00003412765,0.003796693,0.9830359,0.002883833,0.0001244469,0.0001124271,0.009567329],"study_design_scores_gemma":[0.0006344458,0.0006349405,0.000002564464,0.0005136561,0.00005216929,0.00007303951,0.00266671,0.9191669,0.07526591,0.0006225688,0.000007364886,0.0003597806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5432158,0.00001035389,0.4526316,0.00009427653,0.000164809,0.0003911584,0.000007839925,0.0009804141,0.002503802],"genre_scores_gemma":[0.9875853,0.000005904391,0.0119268,0.0001737721,0.00007998947,0.00006743697,0.000004832828,0.00008994933,0.00006598813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4443696,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07033913446011618,"score_gpt":0.2956454993658132,"score_spread":0.2253063649056971,"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."}}