{"id":"W7161843189","doi":"10.82308/41299","title":"CFD analysis and design of wind turbine ice protection systems","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icing; Turbine; Wind power; Aerodynamics; Computational fluid dynamics; Turbine blade; Wind speed; Rotor (electric)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001931799,0.0001578386,0.0003713012,0.0005305282,0.00002131863,0.00002484692,0.00007261985,0.0003143851,0.000003197518],"category_scores_gemma":[0.00005894085,0.0001365683,0.00004011782,0.0005121027,0.00001086483,0.00004079435,0.000005929478,0.0001657247,0.000003507408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003830123,"about_ca_system_score_gemma":0.00001432096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006726397,"about_ca_topic_score_gemma":0.00008788479,"domain_scores_codex":[0.9993742,0.00001751853,0.0002230921,0.0001395769,0.0001420698,0.0001035317],"domain_scores_gemma":[0.9995704,0.00002385889,0.00007525406,0.0001990858,0.0001106272,0.0000207585],"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":[0.0001054062,0.00003298946,0.0003256961,0.003719218,0.003061668,0.000006312708,0.001603183,0.9242812,0.01808084,0.0003079166,0.003163803,0.04531177],"study_design_scores_gemma":[0.0005653019,0.0003443508,0.00426651,0.0007417497,0.003037979,0.00001209408,0.005750632,0.7657039,0.2174697,0.0007275328,0.0003486432,0.001031614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5343918,0.002113787,0.444905,0.00001113144,0.001140146,0.001243327,0.00001444199,0.002920195,0.01326017],"genre_scores_gemma":[0.9966615,0.00006417026,0.000995727,4.904608e-7,0.00002415915,0.00002095491,0.00006626196,0.00002440981,0.002142367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4622697,"threshold_uncertainty_score":0.5569094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074585386654229,"score_gpt":0.2327309458587934,"score_spread":0.2119850919922511,"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."}}