{"id":"W4415612505","doi":"10.1007/s00068-025-02981-w","title":"Timing of definitive fracture fixation in patients with concomitant traumatic brain injuries – A systematic review of the literature by the IMPACT group","year":2025,"lang":"en","type":"review","venue":"European Journal of Trauma and Emergency Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Universität Zürich","keywords":"Polytrauma; Concomitant; Sports medicine; Traumatic brain injury; Fixation (population genetics); Prospective cohort study; External fixation; Pelvic fracture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008478502,0.001442696,0.008076518,0.01515468,0.0007115849,0.002621591,0.001891153,0.002108244,0.003345079],"category_scores_gemma":[0.04161274,0.001211712,0.009457926,0.01358955,0.0008932222,0.002512919,0.001606959,0.001146445,0.0002204497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004443148,"about_ca_system_score_gemma":0.01089727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021381,"about_ca_topic_score_gemma":0.02460371,"domain_scores_codex":[0.9899614,0.00284268,0.004474462,0.0008664142,0.001541569,0.0003135397],"domain_scores_gemma":[0.9673465,0.02205024,0.007324776,0.0003823726,0.002557384,0.0003386847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004796285,0.00001827206,0.002296499,0.9655033,0.008877533,0.0001320729,0.000277712,0.00008513362,0.0001067627,0.0001020296,0.0006167762,0.0215042],"study_design_scores_gemma":[0.0004897256,0.0004029567,0.01241294,0.8942405,0.08388808,0.0007696848,0.0006672133,0.00009891147,0.0001615818,0.0001706433,0.00664142,0.00005641194],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003094574,0.9957074,0.00008722953,0.0001466311,0.00007025868,0.0003037328,0.0004386313,0.000004844456,0.0001466481],"genre_scores_gemma":[0.03614891,0.9616777,0.0005707598,0.0003597619,0.00008097426,0.0007372646,0.0003471334,0.000005737378,0.00007175893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01515468,"threshold_uncertainty_score":0.04483914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02692544372035556,"score_gpt":0.3021491896892869,"score_spread":0.2752237459689313,"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."}}