{"id":"W2047274049","doi":"10.1243/0954407041166067","title":"Estimation of AIS3+ thoracic injury risks of belted drivers in NASS frontal crashes","year":2004,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Transport Canada; Ford Motor Company","keywords":"Crash; Abbreviated Injury Scale; Airbag; Crashworthiness; Logistic regression; Poison control; Rollover (web design); Injury prevention; Injury Severity Score; Medicine; Statistics; Demography; Forensic engineering; Engineering; Computer science; Mathematics; Environmental health; Automotive 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":[0.00192913,0.0003896835,0.0002476016,0.001800021,0.0001994781,0.0004770221,0.0004676485,0.0003451354,0.001261497],"category_scores_gemma":[0.006620089,0.0003268799,0.0007093854,0.001142662,0.0002372963,0.0005947009,0.0006299288,0.0003484624,0.0004346067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004352616,"about_ca_system_score_gemma":0.0003244377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01947045,"about_ca_topic_score_gemma":0.01280099,"domain_scores_codex":[0.999129,0.0003350397,0.0001012386,0.0001975106,0.0001607432,0.00007640551],"domain_scores_gemma":[0.9969274,0.0009104483,0.001274923,0.0003395659,0.0003594869,0.0001881102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003800627,0.00001039193,0.9990045,0.000002540469,0.00001848235,0.00001336222,0.00003878874,0.000265596,0.00005730992,0.00001021232,0.00001491642,0.0005258608],"study_design_scores_gemma":[0.000001984274,0.00008119304,0.9972479,0.000002485815,0.00001094715,0.00006714893,0.0002174818,0.002200371,0.00008348901,0.0000305027,0.00005328239,0.000003343527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990048,0.00002479456,0.0003412422,0.000006840865,5.770431e-7,0.000009449752,0.0004957477,0.000006219733,0.000110402],"genre_scores_gemma":[0.9989572,0.00002133124,0.0002542374,0.0000024053,0.000001267901,0.0000100326,0.0006685552,0.000001545346,0.00008335938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01947045,"threshold_uncertainty_score":0.03871423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170962101426488,"score_gpt":0.2440818158103096,"score_spread":0.2323721947960447,"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."}}