{"id":"W2272589133","doi":"10.4271/2003-22-0022","title":"A Biofidelity Evaluation of the BioRID II, Hybrid III and RID2 for Use in Rear Impacts","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":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Hybrid III; Volunteer; Flexibility (engineering); Head (geology); Test (biology); Test data","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002447079,0.0004895088,0.0008874602,0.0002447872,0.0003198391,0.00003865456,0.0003368211,0.0004777509,0.0002131786],"category_scores_gemma":[0.003545756,0.0003453958,0.0003870229,0.0006357672,0.0008869972,0.0003099002,0.0002447004,0.0007212562,0.000005218984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003882951,"about_ca_system_score_gemma":0.0003155885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007444957,"about_ca_topic_score_gemma":0.02231101,"domain_scores_codex":[0.9962074,0.0002634071,0.00104449,0.0008591941,0.0009997459,0.0006258248],"domain_scores_gemma":[0.9974418,0.0003805991,0.0003183598,0.001241656,0.0003632977,0.0002543045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007671858,0.0005503986,0.0009204368,0.00008060379,0.00004872413,0.000006781906,0.00004343506,0.000001002599,0.9819867,0.01145089,0.001412006,0.002731847],"study_design_scores_gemma":[0.003154548,0.002584963,0.9688056,0.0004100537,0.0003542356,0.00009576643,0.00009061459,7.769201e-7,0.004974839,0.00799979,0.01115972,0.0003691016],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911444,0.0003941343,0.00000144009,0.001607547,0.0001560844,0.00270264,0.0001268422,0.0002890431,0.003577857],"genre_scores_gemma":[0.9962345,0.0002418975,0.00168216,0.001246818,0.00005733566,0.0002565403,0.00003427527,0.00006587386,0.0001806014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9770119,"threshold_uncertainty_score":0.9998998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03976718949710258,"score_gpt":0.3096801933795248,"score_spread":0.2699130038824222,"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."}}