{"id":"W4284714597","doi":"10.1016/j.jth.2022.101445","title":"Objective Framework to Evaluate Street Functions: A Case Study of Speed Bumps in Montreal, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Transport & Health","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001731965,0.000816647,0.000424866,0.002725504,0.001609835,0.003619719,0.00147903,0.0008262143,0.003333881],"category_scores_gemma":[0.00388479,0.0002667481,0.0004616608,0.002811589,0.001227678,0.0008093081,0.001188359,0.0004961213,0.0001952894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01653923,"about_ca_system_score_gemma":0.01812978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8654681,"about_ca_topic_score_gemma":0.9372399,"domain_scores_codex":[0.9988717,0.0004759795,0.00003390719,0.0001114403,0.0002573784,0.0002494978],"domain_scores_gemma":[0.9986843,0.0004287562,0.0001119028,0.00004736573,0.0006049033,0.0001227388],"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":[0.0001307178,0.0003898411,0.07951011,0.0002825345,0.0001614582,0.0008425057,0.002693053,0.6620815,0.002029708,0.1682083,0.007452853,0.07621735],"study_design_scores_gemma":[0.00005238945,0.0001521768,0.04511428,0.0001813181,0.00008667786,0.00008326782,0.009757767,0.906374,0.001231628,0.02055443,0.01634507,0.0000669234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6187232,0.0007661677,0.2853474,0.001323911,0.00003622773,0.00139975,0.005743973,0.0004617686,0.08619755],"genre_scores_gemma":[0.91684,0.0002251898,0.07629164,0.00003762896,0.0000069825,0.0002670932,0.0007888536,0.00006103732,0.005481652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1345319,"threshold_uncertainty_score":0.2706482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872420462821077,"score_gpt":0.2567589003381435,"score_spread":0.2380346957099327,"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."}}