{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003698698,0.0004295907,0.0005281128,0.001187716,0.000790212,0.0001010338,0.0005646272,0.0001520348,0.00001856013],"category_scores_gemma":[0.00002155454,0.0005330145,0.000145599,0.001420203,0.0007282957,0.002003619,0.0006091713,0.0005525541,0.00001391542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003861895,"about_ca_system_score_gemma":0.00007788678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048596,"about_ca_topic_score_gemma":0.003133307,"domain_scores_codex":[0.9980482,0.0002738053,0.0003403825,0.0004859641,0.0001638057,0.0006877843],"domain_scores_gemma":[0.9983332,0.00029478,0.000136686,0.0005972828,0.0001605314,0.0004775282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004233818,0.004380805,0.3535409,0.004390802,0.00416895,0.002347243,0.06639478,0.1211375,0.002450148,0.1192472,0.003968574,0.3137393],"study_design_scores_gemma":[0.01304982,0.0023389,0.3029427,0.0003995284,0.0005412411,0.0001714803,0.1933311,0.1545763,0.0006270267,0.00301687,0.3242062,0.004798876],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657095,0.00002950896,0.004334958,0.00008938097,0.000161895,0.0003347312,0.0006351935,0.0009412586,0.02776355],"genre_scores_gemma":[0.9983507,0.0006150716,0.0000968181,0.000007256228,0.0000099463,2.053157e-7,0.000238317,0.00003973678,0.0006419498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202376,"threshold_uncertainty_score":0.9997122,"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."}}