{"id":"W6996733650","doi":"","title":"Stroad Efficiency and Walkability: An Intersection of Economy, Community Wellbeing, and Public Safety","year":2023,"lang":"en","type":"article","venue":"DigitalCommons - Kennesaw State University (Kennesaw State University)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedestrian; Walkability; Intersection (aeronautics); Urban design; Community design; Demographics; Public transport; Geometric design; Public health","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":[0.001068981,0.0005760429,0.000463,0.003124608,0.002083682,0.005670636,0.0005697276,0.001127016,0.005901947],"category_scores_gemma":[0.001855356,0.000281905,0.000645421,0.002968226,0.003583483,0.004128342,0.005145053,0.002301822,0.0007964309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00362862,"about_ca_system_score_gemma":0.002665812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0222386,"about_ca_topic_score_gemma":0.04226726,"domain_scores_codex":[0.9989754,0.0004553945,0.00003822066,0.0001266691,0.0001970934,0.000207302],"domain_scores_gemma":[0.9981822,0.0004269198,0.000353893,0.00008213844,0.0004295646,0.0005253154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000200762,0.0004049889,0.2500733,0.001974497,0.000348233,0.0006557546,0.02153366,0.001120166,0.0007181538,0.1708816,0.08317009,0.4689188],"study_design_scores_gemma":[0.00001300513,0.0004178096,0.5959232,0.003204458,0.0001660401,0.0005893398,0.04831417,0.001243388,0.0003561929,0.0687458,0.2808988,0.0001276805],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4236732,0.1262161,0.008237576,0.1401479,0.002451327,0.0001203821,0.001515702,0.000258131,0.2973797],"genre_scores_gemma":[0.9481338,0.0386507,0.002284024,0.003626189,0.0005367193,0.00005269996,0.0003035399,0.00004176543,0.006370612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0222386,"threshold_uncertainty_score":0.04421836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092554396356781,"score_gpt":0.1738821699009448,"score_spread":0.162956625937377,"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."}}