{"id":"W4401132542","doi":"10.1007/978-3-031-66428-1_23","title":"AI-Driven EoL Aircraft Treatment: A Research Perspective","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Perspective (graphical); Aeronautics; Computer science; Psychology; Engineering; Artificial intelligence","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":[0.0002928383,0.0005322614,0.0007973807,0.0004871728,0.0001078599,0.0002948378,0.0001417638,0.0009623591,0.00003604564],"category_scores_gemma":[0.00001512357,0.0004349689,0.0001785036,0.00016651,0.00008675208,0.00004603597,0.00003774601,0.001422803,0.00008636941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008803879,"about_ca_system_score_gemma":0.00003480494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006662929,"about_ca_topic_score_gemma":0.001733451,"domain_scores_codex":[0.9980206,0.00007354702,0.0004598275,0.0005963899,0.0003315058,0.000518152],"domain_scores_gemma":[0.9989854,0.0003362309,0.00004263443,0.0003884947,0.000112975,0.0001342915],"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":[0.00005169896,0.00001295553,0.00003650616,0.0005686503,0.0007662505,0.0003594816,0.001595775,0.9448851,0.00003936401,0.04004568,0.001726352,0.009912208],"study_design_scores_gemma":[0.0004090682,0.0001845065,0.00000256058,0.001350076,0.0000547802,0.0001034689,0.00007068063,0.7772432,0.000002550453,0.004831217,0.2153184,0.0004294431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0001757212,0.3934367,0.02302046,0.0007186392,0.009547725,0.003899369,0.0001153881,0.001264475,0.5678215],"genre_scores_gemma":[0.941884,0.002429129,0.000005046673,0.00003655511,0.002899211,0.0002223582,0.00001806531,0.0001985959,0.05230698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9417083,"threshold_uncertainty_score":0.9998102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124063403663942,"score_gpt":0.2758883463177448,"score_spread":0.2546477122811054,"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."}}