{"id":"W2167241476","doi":"10.21236/ada552369","title":"The Impact of Cultural Differences on Crowd Dynamics in Pedestrian and Evacuation Domains","year":2011,"lang":"en","type":"report","venue":"","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedestrian; Dynamics (music); Computer science; Economic geography; Geography; Transport engineering; Psychology; Engineering","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":[0.0003066036,0.0002341203,0.0002876834,0.0001189444,0.00004721508,0.00005750627,0.0001378794,0.0002347427,0.00004316942],"category_scores_gemma":[0.0001026815,0.0001335816,0.000103214,0.0001212424,0.00006028726,0.00006828728,0.00002053866,0.0002810915,0.000003631135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005947397,"about_ca_system_score_gemma":0.0001454782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280167,"about_ca_topic_score_gemma":0.007814663,"domain_scores_codex":[0.9989669,0.00003057145,0.0003929909,0.0001416345,0.0002918751,0.0001760532],"domain_scores_gemma":[0.9993911,0.0001182764,0.0001148945,0.0002082525,0.0001185489,0.00004890773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004134717,0.0005881967,0.6119086,0.002324373,0.002556101,0.0000449051,0.007450999,0.03909739,0.0002819153,0.05716596,0.02595245,0.2522157],"study_design_scores_gemma":[0.0005968235,0.000257002,0.5815753,0.0002479824,0.0000627352,0.00002163443,0.001035399,0.4133526,0.00001909742,0.001814199,0.0004505906,0.000566655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7623947,0.0004599284,0.0004010146,0.00001904014,0.0003568524,0.0004023441,0.0000667081,0.0000877648,0.2358117],"genre_scores_gemma":[0.9920984,0.005730932,0.00004142569,0.000001614763,0.00004542117,0.00002049842,0.0001022867,0.00002521748,0.001934233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3742552,"threshold_uncertainty_score":0.5447298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03866380209235887,"score_gpt":0.3096293905433211,"score_spread":0.2709655884509622,"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."}}