{"id":"W634748311","doi":"","title":"Evaluation of Speed Management Strategies: A Before and After Study","year":2014,"lang":"fr","type":"article","venue":"Transportation 2014: Past, Present, Future - 2014 Conference and Exhibition of the Transportation Association of Canada // Transport 2014 : Du passé vers l'avenir - 2014 Congrès et Exposition de 'Association des transports du Canada","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Speed limit; Transport engineering; Enforcement; Traffic speed; Traverse; Operating speed; Computer science; Engineering; Civil engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02669687,0.001709714,0.001875252,0.003078359,0.002339468,0.001829779,0.002230874,0.001933061,0.003300427],"category_scores_gemma":[0.04551431,0.000768002,0.001966817,0.002077739,0.001663647,0.00179511,0.001252951,0.002058888,0.001034946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007078302,"about_ca_system_score_gemma":0.005442495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330124,"about_ca_topic_score_gemma":0.02361949,"domain_scores_codex":[0.9768925,0.01204045,0.002108609,0.001934296,0.005230848,0.001793364],"domain_scores_gemma":[0.9438121,0.02685066,0.005768623,0.004787766,0.0165581,0.002222759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.03662144,0.3961094,0.2495194,0.002875791,0.001096076,0.0008658266,0.02192792,0.008983044,0.0123457,0.00229044,0.003043873,0.2643212],"study_design_scores_gemma":[0.005602899,0.6265311,0.3139027,0.0003594721,0.0007419941,0.0001460072,0.01335444,0.003991511,0.01758104,0.0009826334,0.01652274,0.0002835088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825175,0.0001703344,0.001850204,0.0000708337,0.00007768469,0.01091144,0.0004707379,0.00003352309,0.003897675],"genre_scores_gemma":[0.9669846,0.0003694034,0.009797869,0.0002692007,0.0001479656,0.01208497,0.001021282,0.00003767516,0.009287035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02669687,"threshold_uncertainty_score":0.1411883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005880917461008823,"score_gpt":0.203987151987527,"score_spread":0.1981062345265182,"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."}}