{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008835286,0.0004097577,0.0002100501,0.0004503469,0.0007633854,0.0008404861,0.0003230731,0.0003663304,0.001624355],"category_scores_gemma":[0.005751928,0.0001681333,0.0003442511,0.0004142997,0.0006017169,0.000590234,0.001175941,0.0005121258,0.0001572051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012589,"about_ca_system_score_gemma":0.001056734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02928769,"about_ca_topic_score_gemma":0.02299967,"domain_scores_codex":[0.9993489,0.0003243044,0.00003622627,0.00007369424,0.0001250792,0.00009174161],"domain_scores_gemma":[0.9959836,0.002228868,0.0004098725,0.0003487127,0.000750786,0.0002782786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0008096626,0.0007198243,0.4594359,0.0001894122,0.0002799857,0.0009419147,0.001721186,0.4926027,0.00675996,0.003834378,0.002712386,0.02999272],"study_design_scores_gemma":[0.00007519925,0.0005071465,0.2473006,0.00006732312,0.0001388435,0.0004231806,0.003188871,0.7197482,0.0216936,0.002741131,0.003988601,0.0001272984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960383,0.00004443102,0.001468288,0.0001188496,0.000008930041,0.00001994734,0.0001939021,0.00001731452,0.002089981],"genre_scores_gemma":[0.998737,0.0000374002,0.0008251221,0.00001645573,0.000002354474,0.00001023478,0.0001243958,0.000004545583,0.0002424669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02928769,"threshold_uncertainty_score":0.05823445,"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."}}