{"id":"W2904837452","doi":"10.4324/9781315563923-8","title":"Reflections on the Long and Winding Road of Regulation","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Business; 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":[0.0001106224,0.0001293671,0.0001539984,0.0001190689,0.0005012917,0.0001441142,0.0001029544,0.00006262276,0.0005064313],"category_scores_gemma":[0.00002514185,0.00008586529,0.00005757404,0.00001426501,0.0001046065,0.0002064359,0.00009110288,0.00008335933,0.00008461541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001011758,"about_ca_system_score_gemma":0.000004315553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004405887,"about_ca_topic_score_gemma":0.0001530988,"domain_scores_codex":[0.999477,0.000001366006,0.000151476,0.0001531886,0.0001489532,0.00006807551],"domain_scores_gemma":[0.9992666,0.00002139469,0.0003419131,0.0002668111,0.0001005173,0.000002750189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006686566,0.000002651324,0.0001778381,0.00003381926,0.00003516789,2.771284e-7,0.00001313056,0.000006948693,0.00001154197,0.984726,0.004779482,0.0102065],"study_design_scores_gemma":[0.0002487788,0.00001453497,0.1402849,0.0006981175,0.0001422792,0.000001548991,0.00008974744,0.0005609378,0.00001806481,0.2992668,0.5582818,0.0003924383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003052977,0.00005993932,0.0001031425,0.001857575,0.0001861563,0.0001603788,5.848217e-7,0.00003358599,0.9972934],"genre_scores_gemma":[0.3761558,0.00003333501,0.00001673529,0.0002953275,0.0005718081,0.000003965089,0.000006570884,0.00001584447,0.6229006],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6854591,"threshold_uncertainty_score":0.5545068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044816278154408,"score_gpt":0.3072956280601381,"score_spread":0.2028140002446973,"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."}}