{"id":"W2050424232","doi":"10.1680/muen.2008.161.2.129","title":"The risk of tripping accidents on public footways","year":2008,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Municipal Engineer","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation","keywords":"Judgement; Hazard; Tripping; Forensic engineering; Risk analysis (engineering); Accident (philosophy); Transport engineering; Risk assessment; Actuarial science; Computer science; Operations management; Business; Engineering; Computer security; Political science","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":[0.0003945723,0.0002677315,0.0003503753,0.0002343282,0.0001963682,0.00001510775,0.000759787,0.0001383163,0.000005009963],"category_scores_gemma":[0.0006639717,0.0001789457,0.0002458699,0.0006146317,0.000252251,0.0002902585,0.00009199315,0.0004680119,0.000001444546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146114,"about_ca_system_score_gemma":0.00003994529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002941274,"about_ca_topic_score_gemma":0.00000952516,"domain_scores_codex":[0.9983608,0.000006385845,0.0005891875,0.0001466474,0.0005071854,0.0003898284],"domain_scores_gemma":[0.998984,0.00010399,0.0002390344,0.0002878899,0.0003143167,0.00007075813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006262809,0.00005630109,0.003743173,0.0004230925,0.0004880502,9.876296e-7,0.003132198,0.9235081,0.0219751,0.04410688,0.001302427,0.001201029],"study_design_scores_gemma":[0.004465349,0.0005083131,0.05909355,0.002361584,0.0004744942,0.0001115034,0.00279145,0.2790624,0.6097302,0.001731591,0.03799442,0.001675129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853965,0.0005452207,0.001371842,0.00005627532,0.001684358,0.0003104037,0.00001533186,0.0001523892,0.01046768],"genre_scores_gemma":[0.9986396,0.0007355235,0.0003510826,0.000006453122,0.0001419868,0.00002205392,0.000001130925,0.00003657631,0.0000655821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6444458,"threshold_uncertainty_score":0.7297193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238679663304447,"score_gpt":0.1968998299077423,"score_spread":0.1845130332746978,"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."}}