{"id":"W4243053280","doi":"10.22360/simaud.2018.simaud.016","title":"Observed Behaviours in Simulated Close-Range Pedestrian Dynamics","year":2018,"lang":"en","type":"article","venue":"","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Crowds; Pedestrian; Crowd simulation; Computer science; Flocking (texture); Human–computer interaction; Simulation; Android (operating system); Transport engineering; Computer security; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009233792,0.0001127606,0.0001102262,0.00008445381,0.00003021684,0.00002962257,0.0001138003,0.0001080004,0.0003170699],"category_scores_gemma":[0.00001692945,0.0001173626,0.00003312363,0.0002618088,0.00002894087,0.0000994253,0.00001505502,0.0001163539,0.0001188638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299518,"about_ca_system_score_gemma":0.00001223901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001869217,"about_ca_topic_score_gemma":0.0104007,"domain_scores_codex":[0.9993643,0.00001327097,0.0001984829,0.0001170037,0.00009934679,0.0002076262],"domain_scores_gemma":[0.9996733,0.00002231886,0.00001309162,0.0001888416,0.00004019019,0.00006225362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006406911,0.0002683012,0.8737175,0.00009241784,0.00007777441,0.00006218231,0.001507238,0.07683435,0.001210094,0.02496295,0.002674411,0.01852873],"study_design_scores_gemma":[0.0005031899,0.00002358622,0.08258431,0.000009405839,0.000006987055,8.999386e-7,0.00008211249,0.9160287,0.0001008946,0.0002923903,0.0002045963,0.000162971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797187,0.0000199697,0.002676111,0.00009046471,0.0003275099,0.0001196169,0.00001558678,0.0004208555,0.01661111],"genre_scores_gemma":[0.998661,0.00001018542,0.0005297544,0.00006576846,0.00005048915,0.000002428244,0.00006092877,0.00003018402,0.0005892498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8391943,"threshold_uncertainty_score":0.5803834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434512408377953,"score_gpt":0.2486167190895389,"score_spread":0.2242715950057593,"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."}}