{"id":"W1500545463","doi":"10.4271/2003-01-1355","title":"Predictions of AIS3+ Thoracic Risks for Belted Occupants in Full-Engagement, Real-World Frontal Impacts: Sensitivity to Various Theoretical Risk Curves","year":2003,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Transport Canada","keywords":"Sensitivity (control systems); Computer science; Engineering; Electronic engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008365468,0.0006224865,0.0003695669,0.0008662335,0.0001618,0.0008593681,0.0008165042,0.0006230471,0.000953197],"category_scores_gemma":[0.01885961,0.0003545791,0.0009056084,0.0004414505,0.0004983152,0.0005748936,0.0007366918,0.0005641617,0.0003623439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007494942,"about_ca_system_score_gemma":0.0005913253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0185138,"about_ca_topic_score_gemma":0.006640656,"domain_scores_codex":[0.9988158,0.0006136678,0.00005830508,0.0002479506,0.0001535496,0.0001106803],"domain_scores_gemma":[0.9783477,0.01797713,0.001653788,0.0007294822,0.0009244509,0.0003675259],"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":[0.0003762141,0.0000757047,0.3966471,0.00005020213,0.0001781522,0.0001264517,0.0001550741,0.5923771,0.0005898258,0.0007751348,0.0002747566,0.008374235],"study_design_scores_gemma":[0.00003012043,0.0001981127,0.2036558,0.00002406688,0.00006548903,0.000102085,0.0001679795,0.7938524,0.0006207154,0.001041454,0.0002037577,0.00003804581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884376,0.00007286856,0.01028763,0.0000823448,0.000004720295,0.00002815515,0.0003850583,0.00007952208,0.0006221927],"genre_scores_gemma":[0.9977596,0.00003841496,0.001532301,0.000009410436,0.000002181588,0.00001258683,0.0004676636,0.00000823059,0.000169566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0185138,"threshold_uncertainty_score":0.04424137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03112456409224727,"score_gpt":0.3417762945593263,"score_spread":0.3106517304670791,"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."}}