{"id":"W4242309191","doi":"10.21203/rs.3.rs-728617/v1","title":"Variation in Use of Damage Control Laparotomy for Trauma By Trauma Centers in the United States, Canada, and Australasia","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Ottawa","funders":"Alberta Innovates; University of Calgary","keywords":"Variation (astronomy); Laparotomy; Damage control; Medicine; Surgery; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009784194,0.0002068528,0.000356606,0.001936744,0.0007026062,0.0008937296,0.00097363,0.0004957856,0.002578611],"category_scores_gemma":[0.008705103,0.0002506958,0.0005186675,0.004628662,0.0007094878,0.0003960463,0.0006802976,0.0007386724,0.0002093391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006193976,"about_ca_system_score_gemma":0.007545091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.862078,"about_ca_topic_score_gemma":0.8985695,"domain_scores_codex":[0.9978836,0.0003699431,0.000239631,0.0005144777,0.0004847554,0.0005075578],"domain_scores_gemma":[0.9896143,0.002044668,0.002682801,0.0004526331,0.003337967,0.001867637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007047284,0.00001743651,0.9916045,0.00003589633,0.0001483904,0.00005743609,0.0007270721,0.0002537014,0.0002460469,0.0001988294,0.001602779,0.005037452],"study_design_scores_gemma":[0.000002378227,0.000009262193,0.9985643,0.00001531765,0.00001158232,0.00005686663,0.0007769212,0.0001632702,0.00003446229,0.00002454114,0.0003343092,0.000006742715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884914,0.00111815,0.00034499,0.0007538297,0.00003357295,0.00002929474,0.006147163,0.00004201724,0.003039562],"genre_scores_gemma":[0.9974336,0.0003540275,0.0002535386,0.00009932207,0.000008573091,0.000009563691,0.001399254,0.00001813743,0.0004239793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.137922,"threshold_uncertainty_score":0.2774686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07701344901703656,"score_gpt":0.3681097873496799,"score_spread":0.2910963383326434,"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."}}