{"id":"W4313403018","doi":"10.1177/01708406221148316","title":"Media Review: Dead Reckoning: Air Traffic Control, System Effects, and Risk","year":2022,"lang":"en","type":"article","venue":"Organization Studies","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dead reckoning; Control (management); Computer science; Artificial intelligence; Telecommunications","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":[0.0001989785,0.0001247865,0.000245007,0.00006743677,0.0003331355,0.0000114485,0.00006517681,0.00001808533,0.00002775687],"category_scores_gemma":[0.0002280726,0.0001233129,0.00001651928,0.000518573,0.00001918226,0.00007473649,0.00005806451,0.00008715423,0.00001167632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009609885,"about_ca_system_score_gemma":0.000004274603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.683135e-7,"about_ca_topic_score_gemma":0.000002919421,"domain_scores_codex":[0.9992988,0.00008800277,0.0001922089,0.0001452767,0.0001600477,0.0001157275],"domain_scores_gemma":[0.9995914,0.0001363944,0.00006150358,0.0001030161,0.00008211502,0.00002558405],"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":[0.000005880945,0.00002278873,0.005861397,0.005014756,0.0006403784,0.00001337949,0.003061365,0.8987591,0.00001397847,0.0008371247,0.07624608,0.009523739],"study_design_scores_gemma":[0.01011535,0.0004922975,0.0306572,0.003610799,0.005873316,0.0001024886,0.02761067,0.7534787,0.0003677528,0.00003848709,0.164347,0.003305978],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1899023,0.6252213,0.1626384,0.00181549,0.005175969,0.003834608,0.00008206438,0.007795061,0.003534853],"genre_scores_gemma":[0.9508388,0.04840298,0.0003523043,0.00009772861,0.00006628588,0.00005633297,0.00004627246,0.00004160049,0.00009770152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7609365,"threshold_uncertainty_score":0.5028553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004878328210913221,"score_gpt":0.1858185153342271,"score_spread":0.1809401871233138,"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."}}