{"id":"W562800885","doi":"","title":"A Safety Planning Tool for Evaluating Safety Impacts of Road Infrastructure Projects at the Link and Intersection Level","year":2014,"lang":"en","type":"article","venue":"Transportation Research Board 93rd Annual MeetingTransportation Research Board","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intersection (aeronautics); Transport engineering; Pedestrian; Collision; Toll; Computer science; Bridge (graph theory); Crash; Engineering; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009427841,0.0004380562,0.0005871215,0.0007204582,0.001299826,0.000102264,0.0004739048,0.0003962829,0.0000895313],"category_scores_gemma":[0.0008906459,0.0003607547,0.0002248457,0.001262424,0.000728995,0.0005379668,0.00002451383,0.001509296,0.000009879028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003437928,"about_ca_system_score_gemma":0.0002930009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250439,"about_ca_topic_score_gemma":0.00540956,"domain_scores_codex":[0.9932109,0.000832191,0.001413497,0.0007788675,0.002425997,0.001338566],"domain_scores_gemma":[0.9944887,0.002320532,0.0002051131,0.0005118007,0.002145514,0.0003283767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.01180081,0.0001616602,0.1250526,0.006220907,0.0008069171,0.00002784456,0.09911717,0.3717954,0.04146293,0.007456736,0.007455142,0.3286418],"study_design_scores_gemma":[0.003175878,0.00106469,0.9414509,0.0007083948,0.00007501244,0.000001908162,0.008685942,0.02932814,0.003583698,0.0006391233,0.01076037,0.0005259757],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785205,0.0003189658,0.01523305,0.0009461747,0.0002677643,0.002783041,0.0008763216,0.0002723123,0.0007818703],"genre_scores_gemma":[0.9946056,0.0003086616,0.003395864,0.00002929114,0.0003239777,0.0003552383,0.0005625043,0.0001204699,0.0002984025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8163983,"threshold_uncertainty_score":0.9998844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05871902591282877,"score_gpt":0.3683218759588407,"score_spread":0.309602850046012,"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."}}