{"id":"W3209980759","doi":"10.1017/s1049023x2100114x","title":"Comparison of Unmanned Aerial Vehicle Technology versus Standard Practice of Scene Assessment by Paramedic Students of a Mass-Gathering Event","year":2021,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Travel-related health issues","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Prince Edward Island","funders":"","keywords":"Mass-casualty incident; Mass gathering; Data collection; Situation awareness; Medical emergency; Emergency medical services; Event (particle physics); Population; Mass Casualty; Psychology; Applied psychology; Poison control; Simulation; Medical education; Computer science; Injury prevention; Medicine; Engineering; Nursing; Statistics; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003809128,0.0001815967,0.0009523838,0.0001078566,0.00003074991,0.000003430689,0.0001185097,0.0001585757,0.000112325],"category_scores_gemma":[0.0005115467,0.0001457836,0.00004700592,0.0002931705,0.0004307603,0.00007783401,0.0001243466,0.0002927298,0.00000100767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006511826,"about_ca_system_score_gemma":0.000139029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006506089,"about_ca_topic_score_gemma":0.000004839775,"domain_scores_codex":[0.9976358,0.00007760993,0.0009219095,0.0002908202,0.0008199312,0.0002539751],"domain_scores_gemma":[0.9984652,0.0002320043,0.0004841652,0.0003176066,0.0003266327,0.0001743989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01680789,0.004839572,0.7279589,0.004355357,0.001783622,0.0001411496,0.03094415,0.00002031176,0.1723191,0.0009615598,0.001404908,0.03846347],"study_design_scores_gemma":[0.1325563,0.09249502,0.2956508,0.01508657,0.004937247,0.0001251192,0.2004927,0.001220313,0.241202,0.001025559,0.0141312,0.001077224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856755,0.00775971,0.0003762061,0.004372012,0.0005666607,0.0004593285,0.00003504037,0.0000262903,0.0007292827],"genre_scores_gemma":[0.9971523,0.00041007,0.002151313,0.00006165977,0.00009205948,0.00001621044,0.00003860707,0.0000194786,0.00005832787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4323082,"threshold_uncertainty_score":0.5944881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269208149785997,"score_gpt":0.420280851467056,"score_spread":0.3975887699691961,"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."}}