{"id":"W2972882517","doi":"10.1007/s00268-019-05166-w","title":"Management of Open Abdomen After Trauma Laparotomy: A Comparative Analysis of Dynamic Fascial Traction and Negative Pressure Wound Therapy Systems","year":2019,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Negative-pressure wound therapy; Surgery; Abdominal surgery; Laparotomy; Abdomen; Incidence (geometry)","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":[0.000711769,0.0001250456,0.001115374,0.0007327511,0.0000346179,0.00002934259,0.0001081481,0.00003486737,0.0002208789],"category_scores_gemma":[0.000005940253,0.0000971547,0.0002918023,0.0009454416,0.00007940292,0.0002858275,0.00003137873,0.0001543807,0.000001692418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004193767,"about_ca_system_score_gemma":0.000055877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006573978,"about_ca_topic_score_gemma":0.0000162125,"domain_scores_codex":[0.9985323,0.0001331919,0.0007627173,0.0001454097,0.0003062464,0.0001201264],"domain_scores_gemma":[0.998017,0.0004962104,0.0009427284,0.0001951745,0.0002674975,0.00008135541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03299142,0.003049834,0.837011,0.001360718,0.05291306,0.000202975,0.007896082,0.001533982,0.008969915,0.001247557,0.001240375,0.05158309],"study_design_scores_gemma":[0.0007048143,0.0001214752,0.9901479,0.0006137875,0.001963365,0.00002568029,0.001638564,0.0007022833,0.0004855981,0.00005832379,0.003427408,0.0001107388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99542,0.001686497,0.00006778091,0.000229234,0.0001477115,0.000623313,0.00002022594,0.000003006614,0.001802262],"genre_scores_gemma":[0.9982693,0.0003429685,0.0001275809,0.0000296008,0.00002825886,0.00003293702,0.000005335823,0.000007032698,0.001157017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.153137,"threshold_uncertainty_score":0.3961854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04604270331394329,"score_gpt":0.3340781746825258,"score_spread":0.2880354713685825,"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."}}