{"id":"W1985785915","doi":"10.3141/1918-15","title":"Standard and Nonstandard Roadway Lighting Compared with Darkness at Rural Intersections","year":2005,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Ministère des Transports","keywords":"Transport engineering; Darkness; Environmental science; Computer science; Engineering; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000656973,0.0002169408,0.0002382078,0.0005576847,0.0002275824,0.0003211437,0.0002151727,0.0001533053,0.001165075],"category_scores_gemma":[0.001238475,0.0001136387,0.0003782883,0.0002899894,0.000368982,0.0002341863,0.0003962109,0.0001839569,0.0001527879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003099074,"about_ca_system_score_gemma":0.0001908014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003997006,"about_ca_topic_score_gemma":0.007480127,"domain_scores_codex":[0.9992137,0.0002527905,0.00003742694,0.0001077424,0.0002632567,0.0001250588],"domain_scores_gemma":[0.9989279,0.0002546481,0.0003701939,0.0000771514,0.0002290125,0.0001410803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009833077,0.001065296,0.8509443,0.0002794591,0.0004190827,0.0002416541,0.001017197,0.004039029,0.07225221,0.0002233633,0.0002772764,0.05940807],"study_design_scores_gemma":[0.00002368813,0.002247594,0.9921583,0.000005575886,0.00006370556,0.0001036353,0.0003338447,0.0005092992,0.004103238,0.0000461963,0.0003958517,0.000009125673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992673,0.0000752648,0.0001915456,0.00000400097,0.000001847911,0.000006473129,0.00002166729,0.000003352174,0.0004284475],"genre_scores_gemma":[0.9993678,0.00006614929,0.0002010948,0.000005651946,0.000003860734,0.000006469528,0.00007063185,0.000003592671,0.0002748842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003997006,"threshold_uncertainty_score":0.007947445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04521640057775557,"score_gpt":0.3484565060098331,"score_spread":0.3032401054320775,"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."}}