{"id":"W2017508879","doi":"10.1682/jrrd.2008.03.0046","title":"Rear-impact neck protection devices for adult wheelchair users","year":2009,"lang":"en","type":"article","venue":"The Journal of Rehabilitation Research and Development","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Wheelchair; Whiplash; Medicine; Neck injury; Head and neck; Poison control; Physical medicine and rehabilitation; Head injury; Physical therapy; Injury prevention; Neck pain; Surgery; Medical emergency","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":[],"consensus_categories":[],"category_scores_codex":[0.002655859,0.000078293,0.0001640086,0.0002890445,0.0002741994,0.00003055981,0.00007497834,0.00004586691,0.00002291705],"category_scores_gemma":[0.0009353936,0.0000439781,0.00005214632,0.000192578,0.00008252253,0.0001342179,0.00001390217,0.0002421671,0.000005364574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001936051,"about_ca_system_score_gemma":0.0003814724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007610456,"about_ca_topic_score_gemma":0.000007963929,"domain_scores_codex":[0.9987372,0.0001201433,0.0003389883,0.0000880225,0.0005085182,0.000207198],"domain_scores_gemma":[0.9972197,0.0003455494,0.0001370773,0.00009784405,0.002061954,0.0001378046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02606999,0.002646639,0.02747357,0.0013333,0.0006636638,0.00002323917,0.06660489,0.000042735,0.04446116,0.004411033,0.04214066,0.7841291],"study_design_scores_gemma":[0.003922387,0.04001229,0.9003773,0.0007139014,0.00004237238,0.0002065353,0.0130086,0.0002730533,0.006556683,0.01613294,0.01856913,0.0001848491],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871393,0.0001948466,0.002655263,0.009103022,0.00003491325,0.0007825521,0.000001333493,0.000008368874,0.0000803621],"genre_scores_gemma":[0.9863794,0.0000841464,0.01298098,0.0002040189,0.00008650989,0.00001275657,0.000002455883,0.000006620112,0.0002430974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8729037,"threshold_uncertainty_score":0.2108947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06532434932533825,"score_gpt":0.393516173110062,"score_spread":0.3281918237847237,"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."}}