{"id":"W3037052385","doi":"10.1007/s00068-020-01423-z","title":"Changes in transfusion and fluid therapy practices in severely injured children: an analysis of 5118 children from the TraumaRegister DGU®","year":2020,"lang":"en","type":"article","venue":"European Journal of Trauma and Emergency Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Medicine; Resuscitation; Transfusion therapy; Blood transfusion; Polytrauma; Injury Severity Score; Sports medicine; Pediatrics; Anesthesia; Emergency medicine; Surgery; Poison control; Injury prevention; Physical therapy","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":[0.0006939241,0.0004010507,0.0005303672,0.001556506,0.0003458391,0.0007447614,0.0003571671,0.0003815652,0.001344502],"category_scores_gemma":[0.002037644,0.0003616066,0.000688932,0.002365876,0.0004503716,0.000565798,0.0008081286,0.000414547,0.0002739859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001581991,"about_ca_system_score_gemma":0.001062988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02199528,"about_ca_topic_score_gemma":0.01881696,"domain_scores_codex":[0.9990219,0.0001221054,0.0002152212,0.000191839,0.0002520596,0.0001969716],"domain_scores_gemma":[0.9979337,0.0001999602,0.001408,0.00006708312,0.0001887096,0.0002024539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005955688,0.00001355029,0.996583,0.0000588747,0.00006480165,0.0001535662,0.0003692241,0.00005420559,0.00008354617,0.00002032535,0.0002757864,0.002263579],"study_design_scores_gemma":[0.000002177692,0.00004038365,0.9988506,0.00002375783,0.00002180655,0.0002009091,0.0004153441,0.00003322135,0.00004306807,0.00000334908,0.0003625981,0.00000290071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971444,0.0009329537,0.00005811295,0.0000718832,0.000006539478,0.00001056927,0.00159114,0.000004540057,0.0001798072],"genre_scores_gemma":[0.9972245,0.0008744396,0.000122196,0.00006249391,0.000009244642,0.00001944542,0.001526841,0.000004312092,0.0001565703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02199528,"threshold_uncertainty_score":0.04373449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06638422628156136,"score_gpt":0.2908793329937894,"score_spread":0.224495106712228,"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."}}