{"id":"W2327232569","doi":"10.2514/6.2002-4307","title":"An Adaptive Model-Based Approach to Engine Test Cell Diagnostics","year":2002,"lang":"en","type":"article","venue":"","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Computer science; Test (biology)","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":[0.00005045088,0.0001376119,0.0001431322,0.00006894646,0.00002649855,0.00004262063,0.0001095651,0.00006023403,0.0001254067],"category_scores_gemma":[0.00001905843,0.0001278573,0.00003621651,0.0001246551,0.000005487529,0.00007058264,0.000004614168,0.00006819839,0.0002717767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003556404,"about_ca_system_score_gemma":0.000003894869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001240395,"about_ca_topic_score_gemma":0.000002873015,"domain_scores_codex":[0.9993547,0.00001117078,0.0001634581,0.00015017,0.000125967,0.0001945227],"domain_scores_gemma":[0.9994174,0.0001068882,0.0000110054,0.0002489691,0.0000390544,0.0001767188],"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":[0.000001752632,0.000104793,0.00005712072,0.0000114299,0.000004046385,6.769209e-7,0.00009065746,0.9942572,0.0006497056,0.000168761,0.003341818,0.001312086],"study_design_scores_gemma":[0.0003998075,0.00006925929,0.00006544823,0.000004447861,0.000007383783,3.335733e-7,0.00003417878,0.9975644,0.0006688522,0.000007748477,0.001003057,0.000175034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003152208,0.00007996154,0.7499036,0.00001852999,0.00005076224,0.0002631524,0.00001050415,0.0004357249,0.2460856],"genre_scores_gemma":[0.9872904,0.000005018448,0.0109575,0.0001263616,0.00008090631,0.00004483594,0.000008910705,0.00003534596,0.001450744],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9841382,"threshold_uncertainty_score":0.5213869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0154331174023823,"score_gpt":0.1888467622808297,"score_spread":0.1734136448784475,"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."}}