{"id":"W2944077238","doi":"10.3171/2019.2.spine18947","title":"Use of incisional vacuum-assisted closure in the prevention of postoperative infection in high-risk patients who underwent spine surgery: a proof-of-concept study","year":2019,"lang":"en","type":"article","venue":"Journal of Neurosurgery Spine","topic":"Surgical site infection prevention","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Surgery; Negative-pressure wound therapy; Comorbidity; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00246936,0.0004982238,0.0009860763,0.0003086301,0.0001806739,0.0006680631,0.0006851635,0.0005590311,0.001527345],"category_scores_gemma":[0.002339927,0.0002346261,0.001000485,0.0001926712,0.0005987769,0.0006053422,0.0003464977,0.0008589214,0.0001260319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000203778,"about_ca_system_score_gemma":0.0007921944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009686883,"about_ca_topic_score_gemma":0.0001597807,"domain_scores_codex":[0.9990152,0.0005309606,0.00006171634,0.00009718486,0.0002124744,0.00008250434],"domain_scores_gemma":[0.9980982,0.0007529037,0.0005841547,0.0001245605,0.0002025617,0.0002376432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2042655,0.1765763,0.04804429,0.009729251,0.003052084,0.0008421503,0.0005751357,0.001514794,0.2691918,0.001015477,0.00199293,0.2832003],"study_design_scores_gemma":[0.02317294,0.902484,0.03013881,0.000245821,0.001184935,0.0009572544,0.0002847269,0.001612519,0.03698749,0.0001260083,0.002767267,0.00003815385],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929726,0.004092743,0.001443338,0.0001335831,0.0001774399,0.0007848278,0.00007564561,0.00001285073,0.0003069938],"genre_scores_gemma":[0.9923354,0.00286342,0.003677742,0.0001507366,0.0002172641,0.0005279728,0.00007712447,0.000002909906,0.0001474437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00246936,"threshold_uncertainty_score":0.01305938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03703784706158163,"score_gpt":0.2983121503875751,"score_spread":0.2612743033259935,"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."}}