{"id":"W2113854070","doi":"10.1080/13588260902774937","title":"Control-oriented modelling of occupants in frontal impacts","year":2009,"lang":"en","type":"article","venue":"International Journal of Crashworthiness","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universiteit Eindhoven; University of Calgary","keywords":"Hybrid III; Poison control; Percentile; Simulation; Neck injury; Range (aeronautics); Computer science; Engineering; Medicine; Mathematics; Aerospace engineering; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003275333,0.0001089142,0.0003701157,0.0004544474,0.0000125156,0.00001185082,0.0001861166,0.00006568538,0.00009076235],"category_scores_gemma":[0.00008790161,0.00008721996,0.000152472,0.0001175512,0.00002934716,0.0002358897,0.00001232058,0.0002347233,0.000002985742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098925,"about_ca_system_score_gemma":0.00014432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002127927,"about_ca_topic_score_gemma":0.000008407973,"domain_scores_codex":[0.9984565,0.00002267349,0.0007039102,0.00009083948,0.0005938635,0.0001322533],"domain_scores_gemma":[0.9984215,0.00003709987,0.0004924746,0.00008365729,0.000875191,0.0000900997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04227345,0.01008201,0.6077715,0.000199329,0.003289095,0.008582067,0.007318958,0.0208532,0.1983039,0.0381077,0.002976183,0.06024261],"study_design_scores_gemma":[0.03623911,0.004441408,0.7999631,0.003386039,0.0004122286,0.002248372,0.0004659834,0.08714396,0.0398708,0.02307809,0.002099418,0.0006515196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484958,0.0001822331,0.04963966,0.0008106466,0.0004854815,0.00007859603,0.00001329632,0.000006664905,0.0002876131],"genre_scores_gemma":[0.9979872,0.00005439924,0.001098705,0.0005149633,0.0002862618,3.113045e-7,0.000007132988,0.000007787261,0.0000432927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1921916,"threshold_uncertainty_score":0.3556727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124272577984071,"score_gpt":0.3108489880276628,"score_spread":0.2896062622478221,"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."}}