{"id":"W629038158","doi":"","title":"Runway risk reduction","year":2011,"lang":"en","type":"article","venue":"AeroSafety world./AeroSafety world","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Runway; Aeronautics; Aviation; Civil aviation; Aviation engineering; Engineering; Aviation safety; Service (business); Transport engineering; Aviation accident; Business; Marketing","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008691006,0.001140706,0.001784435,0.002452966,0.002068324,0.0004671374,0.003489735,0.0002910835,0.0123905],"category_scores_gemma":[0.001586293,0.0009383895,0.001715597,0.01282005,0.0009654702,0.001976859,0.00082911,0.001603858,0.007190556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877993,"about_ca_system_score_gemma":0.0002764984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001545911,"about_ca_topic_score_gemma":0.008162902,"domain_scores_codex":[0.9861142,0.001625845,0.003767136,0.002813931,0.003818834,0.001860028],"domain_scores_gemma":[0.9900179,0.001588178,0.002068863,0.00431362,0.0009866704,0.001024806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003681807,0.002133199,0.2301479,0.00003545108,0.001380689,0.0001765047,0.009600875,0.002708079,0.002343605,0.1161849,0.1965593,0.4350476],"study_design_scores_gemma":[0.002836994,0.0002536034,0.5008028,0.0001215084,0.0006807911,0.00008528321,0.00188099,0.0009624957,0.007775065,0.1311302,0.3509269,0.002543333],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1256852,0.003198511,0.0384882,0.0246771,0.01291635,0.003479213,0.0005310019,0.00267312,0.7883514],"genre_scores_gemma":[0.8641122,0.001017271,0.01173863,0.0005364447,0.0008542137,0.00009893344,0.00005126397,0.0001322439,0.1214588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.738427,"threshold_uncertainty_score":0.9993067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1253593798455853,"score_gpt":0.333231949370948,"score_spread":0.2078725695253627,"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."}}