{"id":"W4412699676","doi":"10.3390/designs9040088","title":"Effect of Design on Human Injury and Fatality Due to Impacts by Small UAS","year":2025,"lang":"en","type":"article","venue":"Designs","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Aeronautics; Case fatality rate; Medicine; Computer science; Engineering; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005045357,0.0006045215,0.0003570367,0.0007273749,0.0004353458,0.0008763015,0.0004453598,0.0007893892,0.002414678],"category_scores_gemma":[0.002670231,0.0003328072,0.0007063844,0.0002761342,0.0006068297,0.0005704976,0.0005570355,0.0003363091,0.0003891005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006182654,"about_ca_system_score_gemma":0.000381415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005847316,"about_ca_topic_score_gemma":0.00474857,"domain_scores_codex":[0.9996595,0.00007886378,0.00001903915,0.00005442938,0.00009770406,0.0000903316],"domain_scores_gemma":[0.9987612,0.0006184577,0.00023243,0.00009502636,0.0001874676,0.000105468],"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":[0.001191867,0.0003786254,0.03810019,0.0002058505,0.000105373,0.0007050612,0.0001622636,0.9074756,0.02808882,0.0007683362,0.0004044506,0.02241365],"study_design_scores_gemma":[0.00007837042,0.005499191,0.09120347,0.00009425837,0.000255417,0.0005927063,0.0012527,0.8722599,0.0255477,0.0009162967,0.002200414,0.00009971717],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936864,0.0001420042,0.003577917,0.00003762636,0.00002146134,0.00002990099,0.0001070664,0.00004201734,0.002355576],"genre_scores_gemma":[0.9986454,0.00008555177,0.0006295094,0.000007560138,0.000001791079,0.000009276657,0.00006700189,0.00000728129,0.0005466269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005847316,"threshold_uncertainty_score":0.01162654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05280916054734039,"score_gpt":0.358333908182582,"score_spread":0.3055247476352416,"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."}}