{"id":"W133942488","doi":"","title":"Safety Evaluation Algorithm for Signalized Intersections in Abu Dhabi (UAE) Using Artificial Intelligence","year":2010,"lang":"en","type":"article","venue":"Advances in transportation studies","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Abu dhabi; Intersection (aeronautics); Transport engineering; Crash; Hazard; Engineering; Poison control; Computer science; Algorithm; Geography; Environmental health","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":[0.000383773,0.0001175814,0.0001675418,0.0002404823,0.00005882767,0.000008976483,0.00006206242,0.00004978554,0.00001266605],"category_scores_gemma":[0.00003041054,0.0001279507,0.00004270094,0.0003000219,0.00005733917,0.0004143601,0.000002291458,0.0001448591,9.351315e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008112724,"about_ca_system_score_gemma":0.000009421386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002115833,"about_ca_topic_score_gemma":0.01055794,"domain_scores_codex":[0.999091,0.00001597822,0.0004382058,0.0001717364,0.0001390615,0.0001440387],"domain_scores_gemma":[0.9996813,0.00008458222,0.00004410668,0.00007833682,0.00009505659,0.00001659937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000398394,0.00005286499,0.0004423315,0.00008834186,0.00004064273,0.000001531197,0.002624263,0.2146885,0.001647302,0.003721163,0.00002931918,0.776624],"study_design_scores_gemma":[0.0004931745,0.00004923329,0.005630307,0.0001258431,0.0000692648,6.237537e-7,0.005394055,0.963497,0.00470357,0.01623353,0.00351191,0.0002914752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04342635,0.001025047,0.9528761,0.00002632167,0.001194334,0.0006695682,0.00002639722,0.0005399784,0.0002159028],"genre_scores_gemma":[0.9637691,0.00169803,0.03408301,0.00001425355,0.00005068802,0.000332471,0.00003628433,0.00001393365,0.000002204235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9203427,"threshold_uncertainty_score":0.5891576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04155018938844,"score_gpt":0.3603283232470993,"score_spread":0.3187781338586593,"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."}}