{"id":"W2315791200","doi":"10.2514/6.2003-733","title":"Optimization of a Hot-Air Anti-Icing System","year":2003,"lang":"en","type":"article","venue":"41st Aerospace Sciences Meeting and Exhibit","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Icing; Computer science; Environmental science; Meteorology; Geography","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":[0.0007398317,0.0001375658,0.0002234238,0.0001415755,0.0002501392,0.0000513617,0.000129505,0.00008359694,0.000001682528],"category_scores_gemma":[0.0001735269,0.0001205371,0.0000314367,0.0005464964,0.0002092147,0.0001231746,0.00002885769,0.00009887016,0.000002938028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002800007,"about_ca_system_score_gemma":0.00002142687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006990394,"about_ca_topic_score_gemma":0.000007477201,"domain_scores_codex":[0.9990491,0.00002947476,0.0002066839,0.0002223098,0.0001978891,0.0002945584],"domain_scores_gemma":[0.9996188,0.0000747435,0.00007018372,0.0001572343,0.00003905788,0.00003997534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001324211,0.000006059121,0.00880332,0.0002154247,0.000008390848,0.000001838149,0.0005885509,0.9803204,0.006152689,0.0030863,0.0001708366,0.0006448694],"study_design_scores_gemma":[0.0005003754,0.0001783602,0.001294596,0.00177385,0.00004119817,0.0000695934,0.01409678,0.4097512,0.5713319,0.00008848611,0.0002559422,0.0006176704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468564,0.000495229,0.02521496,0.00005754386,0.0003517185,0.00009586239,0.00000139644,0.0009416367,0.02598523],"genre_scores_gemma":[0.9808745,0.00007775622,0.0189671,0.000008327474,0.00001636471,0.000003030206,4.177216e-7,0.00001344176,0.00003911141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5705692,"threshold_uncertainty_score":0.4915361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357550870203867,"score_gpt":0.2029902728138282,"score_spread":0.1894147641117896,"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."}}