{"id":"W3148143692","doi":"10.3389/fsurg.2021.590245","title":"Long Term Outcome After Open Abdomen Treatment: Function and Quality of Life","year":2021,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Incisional hernia; Abdominal compartment syndrome; Surgery; Abdomen; Hernia; Visual analogue scale; Quality of life (healthcare); Peritonitis; Abdominal wall; Prospective cohort study; Abdominal surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003620796,0.000103173,0.0005957569,0.0001149026,0.00003459478,0.00001722075,0.00003717786,0.00006285972,0.0001500766],"category_scores_gemma":[0.0001767954,0.0000923507,0.0001141583,0.0002320374,0.00006332609,0.0001270729,0.00005582326,0.00006494818,0.000003957926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000700231,"about_ca_system_score_gemma":0.0001441438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008071638,"about_ca_topic_score_gemma":0.00003115324,"domain_scores_codex":[0.998924,0.000112276,0.0004767044,0.0002334427,0.0001062419,0.0001473613],"domain_scores_gemma":[0.9992113,0.0002120274,0.0001117526,0.0003031371,0.0000517702,0.0001099806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008950999,0.0002647066,0.9756769,0.00009217032,0.00008374151,0.00002805854,0.0000635004,2.960127e-7,0.0002039312,0.00003921364,0.0008569317,0.02179548],"study_design_scores_gemma":[0.0004012625,0.00002482979,0.9977122,0.00005207475,0.00005684258,0.000006333129,0.0001575121,0.000004534374,0.0003267917,0.0001883892,0.0009806959,0.00008854671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944471,0.002325936,0.001127804,0.0005309836,0.0004004879,0.000196599,0.00001359235,0.00001208217,0.0009454769],"genre_scores_gemma":[0.997218,0.0002011229,0.0006255877,0.0003412659,0.00004695009,0.00008772051,0.00004646577,0.00001030222,0.001422632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02203532,"threshold_uncertainty_score":0.3765952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07950809816173979,"score_gpt":0.3296467197833244,"score_spread":0.2501386216215846,"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."}}