{"id":"W4241445703","doi":"10.21203/rs.3.rs-126134/v1","title":"Evidence for Use of Damage Control Surgery and Damage Control Interventions in Civilian Trauma Patients: A Systematic Review","year":2020,"lang":"en","type":"review","venue":"Research Square","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University of Toronto; University of Ottawa","funders":"Canadian Institutes of Health Research; Alberta Innovates; Alberta Innovates - Health Solutions","keywords":"Damage control surgery; Damage control; Psychological intervention; Medicine; Control (management); Intensive care medicine; Surgery; Computer science; Psychiatry; Resuscitation","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004180046,0.0003406321,0.004802648,0.0006593589,0.0001156109,0.00005479508,0.0002598685,0.0001801996,0.00006801928],"category_scores_gemma":[0.02526033,0.0002592854,0.001513711,0.001183323,0.0001958582,0.000234394,0.0000886108,0.000699427,0.00002188668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002143541,"about_ca_system_score_gemma":0.0004786191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004172048,"about_ca_topic_score_gemma":0.00003926437,"domain_scores_codex":[0.993491,0.002671705,0.002124035,0.0005622259,0.0006846959,0.0004663314],"domain_scores_gemma":[0.9780785,0.01914755,0.0006571642,0.0008629776,0.0009366462,0.0003171295],"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":[0.0001039248,0.0003121699,0.000444204,0.940904,0.0002634931,0.00003000329,0.00002374958,5.173701e-8,3.055034e-7,0.0000818205,0.001476025,0.05636021],"study_design_scores_gemma":[0.0004608906,0.0003458369,0.0007940318,0.960107,0.002438809,0.00001344317,0.00003328607,0.000076328,1.433255e-7,0.00001121276,0.0355408,0.000178197],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006928387,0.9812745,0.0002931892,0.0005988276,0.00002960888,0.01700937,0.0006875538,0.00002153829,0.00001606484],"genre_scores_gemma":[0.005243803,0.987832,0.00004846133,0.0001080257,0.00004353774,0.006310398,0.0002455042,0.00005130772,0.0001169712],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05618201,"threshold_uncertainty_score":0.9999859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4253023951321607,"score_gpt":0.4987544483336442,"score_spread":0.07345205320148346,"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."}}