{"id":"W3170362926","doi":"10.2106/jbjs.20.02141","title":"The Impact of Surgical Site Infection on Patient Outcomes After Open Posterior Instrumented Thoracolumbar Surgery for Degenerative Disorders","year":2021,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre; Lawson Health Research Institute","funders":"","keywords":"Surgical site infection; Spinal surgery; Degenerative disease; Lumbar; Complication; Degenerative Disorder","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":[0.00154079,0.0001481312,0.0009182018,0.000233968,0.0001173877,0.00007796389,0.00001114168,0.00008125842,0.0002221298],"category_scores_gemma":[0.0005968355,0.00008889624,0.001196111,0.0002209173,0.00005503398,0.000246611,0.00005711543,0.0001831188,0.000001556434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100529,"about_ca_system_score_gemma":0.0002461928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001113505,"about_ca_topic_score_gemma":0.00005882332,"domain_scores_codex":[0.9979267,0.0002931915,0.001182138,0.0001438326,0.0002711389,0.0001830063],"domain_scores_gemma":[0.9971798,0.001284584,0.0008509576,0.0001314977,0.0004086386,0.0001445351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003380378,0.0005968841,0.9061231,0.00005425081,0.0004223549,0.0001355886,0.00007592209,0.00001533549,0.001374094,0.000005762185,0.001519546,0.08629677],"study_design_scores_gemma":[0.001242765,0.0006431365,0.9880331,0.0004739302,0.000107356,0.0007140121,0.00005018225,0.00002720386,0.003253606,0.0001175169,0.005224317,0.0001128494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996398,0.0004108473,0.00006199898,0.002300739,0.0004270808,0.000317417,0.00001557848,0.000005665891,0.0000626154],"genre_scores_gemma":[0.9984134,0.001141039,0.00004580124,0.0001420732,0.00007698136,0.00002425557,0.00001559046,0.00001543817,0.0001253769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08618391,"threshold_uncertainty_score":0.3625083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02485176393201996,"score_gpt":0.316554525385672,"score_spread":0.291702761453652,"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."}}