{"id":"W635892795","doi":"","title":"Community-Based Macrolevel Collision Prediction Models for Evaluating Road Safety Levels of Left-Turn and On-Street Parking Restrictions on Major Urban Corridors","year":2009,"lang":"en","type":"article","venue":"Transportation Research Board 88th Annual MeetingTransportation Research Board","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Collision; Geography; Computer science; 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","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007507138,0.0005255548,0.0006677072,0.001594972,0.001932701,0.0001062323,0.000557576,0.0004683443,0.00003265784],"category_scores_gemma":[0.0003702263,0.0005389389,0.0002574431,0.001525366,0.0004807816,0.0005785769,0.000007730063,0.002481028,0.000006903169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275112,"about_ca_system_score_gemma":0.0004296083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123232,"about_ca_topic_score_gemma":0.00291924,"domain_scores_codex":[0.9917755,0.001243002,0.001588871,0.0007947121,0.003227269,0.001370633],"domain_scores_gemma":[0.993764,0.002325389,0.0002161166,0.0006943785,0.002441616,0.0005585444],"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":[0.004418337,0.0006028856,0.007369892,0.0008675393,0.0001399982,0.00001749046,0.00898353,0.9484468,0.003451784,0.005262472,0.002501043,0.01793823],"study_design_scores_gemma":[0.005802412,0.005072742,0.7919469,0.001390799,0.0001024596,5.15265e-7,0.00666248,0.1786891,0.005768355,0.002019179,0.001862514,0.0006825487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966031,0.0001383109,0.02184247,0.0007921248,0.0002373351,0.003140812,0.005765609,0.0005110524,0.001541241],"genre_scores_gemma":[0.9942016,0.0002190298,0.003671912,0.00008206879,0.0001298849,0.0002457069,0.001183882,0.0001144154,0.0001515164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.784577,"threshold_uncertainty_score":0.9998203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09941494957112011,"score_gpt":0.368606842795298,"score_spread":0.2691918932241779,"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."}}