{"id":"W4401334865","doi":"10.1061/jtepbs.teeng-8381","title":"Exploring Diversity of Activities on Shared-Use Paths: Factors and Implications for Planning and Design","year":2024,"lang":"en","type":"article","venue":"Journal of Transportation Engineering Part A Systems","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Computer science; Sociology","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":[0.0001678077,0.00009410613,0.000185462,0.0002511408,0.00007943094,0.0001115192,0.00003847638,0.00001935563,5.965532e-7],"category_scores_gemma":[0.00002380692,0.0000816029,0.00005034697,0.0001050216,0.00001058807,0.001112549,0.000006281695,0.00006229382,9.068167e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001437795,"about_ca_system_score_gemma":0.000005970203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003815275,"about_ca_topic_score_gemma":0.000005013904,"domain_scores_codex":[0.9994935,0.000002660218,0.0002485301,0.00008193246,0.00009576775,0.00007757726],"domain_scores_gemma":[0.9995623,0.0001866456,0.0001301473,0.00003906856,0.00007066491,0.0000111485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004068097,0.00001870586,0.9790152,0.001645837,0.0001980189,0.000008493733,0.002887963,0.01147835,0.001694,0.001820437,0.000071172,0.001121126],"study_design_scores_gemma":[0.0002192129,0.00003250265,0.9920037,0.001083761,0.0002697028,0.000002815115,0.0009624094,0.002505399,0.00008538415,0.000005579493,0.002702922,0.0001266067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780664,0.0009058672,0.02033778,0.00003464648,0.0004281068,0.0001599028,0.00003271074,0.00003277487,0.00000177979],"genre_scores_gemma":[0.9996939,0.00004900352,0.0001470559,0.00000130043,0.00006867268,0.00001707963,0.000005637662,0.00001264385,0.000004651456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02162752,"threshold_uncertainty_score":0.332767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823038227861328,"score_gpt":0.2624017987354914,"score_spread":0.08009797594935858,"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."}}