{"id":"W2110522205","doi":"10.1186/1752-2897-3-4","title":"Severe traumatic injury during long duration spaceflight: Light years beyond ATLS","year":2009,"lang":"en","type":"article","venue":"Journal of Trauma Management & Outcomes","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Crew; Spaceflight; Medicine; Medical emergency; Space medicine; Damage control surgery; Aviation medicine; Population; Health care; Major trauma; Damage control; Aeronautics; Resuscitation; Surgery; Engineering; Pathology","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":[0.000558747,0.0003139791,0.0008284253,0.0007278202,0.00008483233,0.00007017183,0.0002609618,0.0001466249,0.0002775299],"category_scores_gemma":[0.00006639352,0.0002386952,0.0004247254,0.0003050375,0.00003552921,0.0003268386,0.00004290328,0.000379789,0.0001053418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002495598,"about_ca_system_score_gemma":0.00002045177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002404118,"about_ca_topic_score_gemma":0.000005243957,"domain_scores_codex":[0.9976373,0.00009805665,0.0009506283,0.0002603386,0.000633176,0.000420497],"domain_scores_gemma":[0.9985526,0.00005841818,0.0006568747,0.0004031106,0.0001082551,0.0002207621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006059131,0.004640603,0.5763041,0.002713951,0.00815554,0.02003547,0.005827941,0.0001904986,0.02908632,0.006362927,0.06783833,0.2727851],"study_design_scores_gemma":[0.003746344,0.001130637,0.9848243,0.0003015831,0.0005512844,0.0006629463,0.0003141362,0.000009305022,0.003014788,0.0002963448,0.004882673,0.0002656388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677544,0.000278767,0.000140101,0.02259256,0.0005805246,0.0006128245,0.000001561032,0.00006557687,0.007973686],"genre_scores_gemma":[0.9907858,0.000161365,0.002929054,0.001617312,0.0002672524,0.000004781117,0.000004421258,0.00003101297,0.004199054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4085202,"threshold_uncertainty_score":0.9733707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00989300845788806,"score_gpt":0.2845273448587093,"score_spread":0.2746343364008212,"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."}}