{"id":"W2559857573","doi":"10.1680/jenhh.16.00012","title":"Redecking the Hogarth Flyover, London","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Engineering History and Heritage","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia","keywords":"Roundabout; Transport engineering; Deck; Work (physics); Schedule; Engineering; Closure (psychology); Forensic engineering; Civil engineering; Computer science; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001896323,0.0002019498,0.0002198211,0.0001036867,0.0000628052,0.000008898347,0.0002748817,0.00009208824,0.00001280591],"category_scores_gemma":[0.0001082462,0.0001207422,0.00009716256,0.0001394259,0.0001737752,0.0003072662,0.00005370867,0.0001879724,7.090644e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267205,"about_ca_system_score_gemma":0.000021838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005965698,"about_ca_topic_score_gemma":0.000003449228,"domain_scores_codex":[0.999137,0.000001967854,0.0002854898,0.0001369757,0.0002020435,0.0002364827],"domain_scores_gemma":[0.999606,0.0000366269,0.00008292326,0.00014052,0.00008497878,0.00004891012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003611096,0.00001908431,0.001249732,0.001288458,0.0001524308,0.000001825543,0.002194166,0.04399345,0.8807379,0.0627326,0.005029346,0.002564914],"study_design_scores_gemma":[0.002408318,0.0001789753,0.02409606,0.003786813,0.0002315545,0.000109423,0.0005884307,0.02054022,0.3239436,0.0005610629,0.6221245,0.001431031],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970606,0.00528868,0.008619112,0.0001436024,0.004506719,0.0003876209,0.00001537651,0.0004440304,0.009988805],"genre_scores_gemma":[0.9989236,0.0002892404,0.000389968,0.00001012446,0.0001584924,0.00001359922,2.242012e-7,0.0000295256,0.0001852486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6170952,"threshold_uncertainty_score":0.4923725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004853983584451719,"score_gpt":0.1518028317457467,"score_spread":0.1469488481612949,"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."}}