{"id":"W2333859494","doi":"10.2514/6.2001-398","title":"Certification and integration aspects of a primary ice detection system","year":2001,"lang":"en","type":"article","venue":"39th Aerospace Sciences Meeting and Exhibit","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Primary (astronomy); Computer science; Systems engineering; Engineering; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002681377,0.0003115661,0.0002450106,0.0004963358,0.0009479852,0.001908726,0.0007519682,0.0009124837,0.003974261],"category_scores_gemma":[0.00904019,0.0002938322,0.0002724064,0.0002930232,0.001061993,0.001573319,0.00119026,0.0008670527,0.001245792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066412,"about_ca_system_score_gemma":0.002624366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007711974,"about_ca_topic_score_gemma":0.006783488,"domain_scores_codex":[0.996633,0.0005353448,0.0001302994,0.0002410694,0.002021132,0.0004391508],"domain_scores_gemma":[0.9939541,0.001132727,0.0004249349,0.0007968511,0.003393375,0.0002979876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006213228,0.0006962249,0.03671142,0.0006906567,0.00004203926,0.004668929,0.006569054,0.0255824,0.1468244,0.04272538,0.01639087,0.7184773],"study_design_scores_gemma":[0.0002030912,0.004054991,0.06131149,0.0007481679,0.0002080405,0.01116172,0.007195896,0.1909277,0.3514284,0.03005792,0.3424454,0.0002572529],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4119412,0.00140769,0.4085375,0.00336517,0.0005502444,0.0009733765,0.0001284834,0.003786878,0.1693095],"genre_scores_gemma":[0.927672,0.0004337385,0.05147217,0.0002383082,0.00008649161,0.00005315043,0.0001628332,0.0001179815,0.01976324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007711974,"threshold_uncertainty_score":0.01533419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611842372327078,"score_gpt":0.209170580742826,"score_spread":0.1930521570195552,"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."}}