{"id":"W623867716","doi":"","title":"Scona Road Case Study: Challenges and Opportunities for the Widening of an Existing Major Arterial into the City of Edmonton's Downtown Core","year":2012,"lang":"en","type":"article","venue":"2012 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: INNOVATIONS AND OPPORTUNITIES","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Downtown; Merge (version control); Transport engineering; Traffic congestion; Environmental planning; Engineering; Civil engineering; Geography; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0007362395,0.0001589276,0.0002940128,0.00008235272,0.0003009872,0.00001855315,0.00008629722,0.00008078744,0.00004075755],"category_scores_gemma":[0.00003185521,0.0001148191,0.00004367583,0.0001085714,0.0002271371,0.0006133263,0.000002983005,0.0001050062,2.605602e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003930976,"about_ca_system_score_gemma":0.0002819577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02042111,"about_ca_topic_score_gemma":0.2530288,"domain_scores_codex":[0.998602,0.00005736025,0.0007635814,0.0001101793,0.000310085,0.0001567636],"domain_scores_gemma":[0.9981204,0.0002660634,0.0005625062,0.0001588107,0.0008386272,0.00005357455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003696836,0.0003947594,0.09219202,0.003763221,0.001381576,0.00001342702,0.2756741,0.0009631757,0.003298906,0.4527,0.0005089617,0.1687401],"study_design_scores_gemma":[0.001060884,0.0001450522,0.7521624,0.0001080507,0.000414033,0.000007133905,0.2400311,0.0006597479,0.0007465488,0.003298121,0.00112754,0.0002393606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959375,0.0006183118,0.0008595036,0.001312717,0.0001627061,0.0004855607,0.0003852718,0.00001268155,0.0002257302],"genre_scores_gemma":[0.9990441,0.0004520536,0.00013699,0.00004968291,0.00004269907,0.00005299144,0.0001312222,0.00001095616,0.00007926286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6599704,"threshold_uncertainty_score":0.986102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0719137015706687,"score_gpt":0.2573978525091447,"score_spread":0.185484150938476,"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."}}