{"id":"W4392151451","doi":"10.1139/cjce-2023-0450","title":"Video analysis of human behaviour during wildfire evacuations","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Vulnerability (computing); Wildland–urban interface; Poison control; Transport engineering; Climate change; Traffic congestion; Environmental science; Geography; Environmental resource management; Engineering; Computer science; Computer security; Environmental health; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0001779947,0.000129775,0.0002624148,0.001744163,0.00004848212,0.00007258038,0.0001612551,0.00006971384,0.0002648941],"category_scores_gemma":[0.00003739528,0.0001449554,0.0002317138,0.001096915,0.00001620364,0.0002187563,0.000004482163,0.0002592139,0.000003306374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002504294,"about_ca_system_score_gemma":0.000156765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000233781,"about_ca_topic_score_gemma":0.061169,"domain_scores_codex":[0.9990793,0.000006982365,0.0004555925,0.00007749037,0.0001605179,0.0002200712],"domain_scores_gemma":[0.9994025,0.00003182058,0.00004043452,0.0001377025,0.00006715685,0.0003203614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.2836e-7,0.000002793196,0.005918631,0.00009989709,0.0008161899,0.00009336686,0.0006971866,0.9838393,0.007187142,0.0008841112,0.0002904244,0.0001704784],"study_design_scores_gemma":[0.0002293339,0.00003483609,0.1542369,0.0004405569,0.001469626,0.00007919089,0.0001616046,0.8405034,0.001184492,0.00007325826,0.001220707,0.0003660801],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815068,0.002490885,0.01393288,0.0000535469,0.0005985512,0.00004692528,0.00004076543,0.00008523582,0.001244409],"genre_scores_gemma":[0.999633,0.00002890852,0.0001186017,0.000004304582,0.00009254595,0.000001906947,0.00001035488,0.00003848453,0.00007190859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1483183,"threshold_uncertainty_score":0.9559622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006375339710661842,"score_gpt":0.2113282369243649,"score_spread":0.204952897213703,"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."}}