{"id":"W2941181021","doi":"10.1007/s00268-019-05003-0","title":"Clinical and Functional Outcome After Abdominal Wall Incisional Hernia Repair: Evaluation of Quality‐of‐Life Improvement and Comparison of Assessment Scales","year":2019,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Abdominal surgery; Quality of life (healthcare); Cardiothoracic surgery; Visual analogue scale; Physical therapy; Hernia; Vascular surgery; Cardiac surgery; SF-36; Rating scale; Prospective cohort study; Hernia repair; Surgery; Health related quality of life; Internal medicine","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":[0.01044345,0.0001213676,0.001042533,0.0003336654,0.00001633023,0.000005501396,0.00003592915,0.00005521922,0.0004153659],"category_scores_gemma":[0.0003892207,0.00009240259,0.0003971004,0.0001049341,0.0001300747,0.0001009916,0.00007127826,0.0002246785,0.000001406523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005513895,"about_ca_system_score_gemma":0.0003306988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002327281,"about_ca_topic_score_gemma":0.00003636773,"domain_scores_codex":[0.9955376,0.0003104279,0.00245528,0.0001672779,0.001410218,0.0001191616],"domain_scores_gemma":[0.9968039,0.0009362029,0.001256131,0.0001835487,0.000662739,0.0001575102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002620644,0.0006501317,0.9737093,0.0005310138,0.0003831546,0.000003672836,0.00004633744,0.00003139869,0.001103436,0.00006277798,0.0008645658,0.0199936],"study_design_scores_gemma":[0.002725991,0.0003672373,0.9936873,0.000284326,0.0003376965,0.000007811582,0.0002115275,0.001406008,0.000072225,0.00009175148,0.0007322149,0.00007592072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970467,0.001227291,0.0001537482,0.0006897493,0.0003902668,0.000254716,0.000005983049,0.000004611224,0.000226953],"genre_scores_gemma":[0.9977555,0.00007728212,0.001722514,0.0001925936,0.00009441076,0.000004293884,0.00000383947,0.000009212282,0.000140335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01997802,"threshold_uncertainty_score":0.4547965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1446518829447213,"score_gpt":0.4352126856920928,"score_spread":0.2905608027473715,"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."}}