{"id":"W2079379413","doi":"10.1109/mspec.2015.7095197","title":"Keep on flying [Numbers Don't Lie]","year":2015,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeronautics; Crash; Aviation; Crew; Aviation safety; Civil aviation; Engineering; Computer science; Aerospace engineering","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":[0.0000758068,0.0001028168,0.00008162074,0.00007376235,0.0000430232,0.00003696996,0.00007645291,0.00004205979,0.00009700287],"category_scores_gemma":[0.000005139269,0.0001076655,0.00002851628,0.0001394055,0.000009704537,0.00009196342,0.000008191249,0.00009158951,0.0003218479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007131172,"about_ca_system_score_gemma":0.000004620919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001847829,"about_ca_topic_score_gemma":0.00007587821,"domain_scores_codex":[0.9994651,0.000007058768,0.00009872385,0.0001140805,0.0001217287,0.0001933292],"domain_scores_gemma":[0.9997447,0.000009634589,0.00001324841,0.0001529672,0.000007157979,0.00007231098],"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":[0.00001045126,0.000019466,0.0001858544,0.00002515597,0.00004160696,0.0001669856,0.0005884939,0.9434049,0.00002430048,0.002936029,0.04477502,0.007821798],"study_design_scores_gemma":[0.0009947123,0.0001298659,0.0001130399,0.000037238,0.00003568797,0.00005063874,0.0005616145,0.945803,0.002152606,0.001605452,0.04797335,0.0005427281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2980599,0.0001105999,0.09898035,0.0006478157,0.004265484,0.0003414201,0.000003104798,0.002017794,0.5955735],"genre_scores_gemma":[0.9972968,0.00001824351,0.0008143148,0.00007510912,0.0002804855,0.00000393534,0.000004884883,0.00002954019,0.001476764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6992368,"threshold_uncertainty_score":0.4390472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777874582599221,"score_gpt":0.205426410715921,"score_spread":0.1876476648899288,"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."}}