{"id":"W2481688643","doi":"10.1002/9781119198048.ch4","title":"The Culture of Precision Railroading","year":2012,"lang":"en","type":"other","venue":"","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Organizational culture; Bureaucracy; Workflow; Front line; Public relations; Management; Organizational change; Political science; Sociology; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001160021,0.0001196648,0.0001556327,0.00008593169,0.00005449057,0.00005815995,0.0002130167,0.0001105683,0.003889875],"category_scores_gemma":[0.000006094135,0.00006673478,0.00007602898,0.0000594472,0.00004036252,0.0001440157,0.00004132381,0.00006202637,0.0006919153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004287621,"about_ca_system_score_gemma":0.000003351021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001051623,"about_ca_topic_score_gemma":0.0004255801,"domain_scores_codex":[0.9995426,0.000001010061,0.0001437189,0.00008472997,0.00006216257,0.0001657683],"domain_scores_gemma":[0.9995962,0.000009609343,0.0002009959,0.0001783093,0.00001059536,0.000004291581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002981365,0.000006605655,0.001315037,0.00006277346,0.0000259634,6.701888e-8,0.00003660779,2.798087e-7,0.000009277536,0.01797209,0.9742181,0.006350222],"study_design_scores_gemma":[0.00007182481,5.792938e-7,0.000565254,0.00005254204,0.00002959541,9.973788e-8,0.00009029663,0.000007314789,0.000006592204,0.0003949869,0.9986876,0.00009327495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005882838,0.001164254,0.00003762731,0.00006995972,0.0006487127,0.000111424,0.000002578765,0.00009550563,0.9978111],"genre_scores_gemma":[0.01492613,0.0001717785,0.00005158582,0.0002005402,0.002636218,0.000004595724,0.00001961144,0.0001198018,0.9818698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02446954,"threshold_uncertainty_score":0.9970207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408213308038698,"score_gpt":0.2069757841571049,"score_spread":0.1928936510767179,"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."}}