{"id":"W4214706581","doi":"10.1177/21925682211068414","title":"Prevention of Surgical Site Infections in Spine Surgery: An International Survey of Clinical Practices Among Expert Spine Surgeons","year":2022,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Surgical site infection prevention","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Perforation; Surgery; Mupirocin; General surgery; Methicillin-resistant Staphylococcus aureus; Staphylococcus aureus","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008913805,0.0002175481,0.0009453724,0.0004469747,0.0001444524,0.00003391183,0.0001916974,0.0001594776,0.006268354],"category_scores_gemma":[0.002916179,0.0002087001,0.0006343487,0.001453826,0.0001487651,0.0006970064,0.0001943197,0.0008806473,0.000005112946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003594341,"about_ca_system_score_gemma":0.0005020882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004694114,"about_ca_topic_score_gemma":0.00228347,"domain_scores_codex":[0.9937863,0.002003412,0.002434157,0.0003854342,0.001063028,0.0003276378],"domain_scores_gemma":[0.9957795,0.0002123378,0.002692299,0.0003009893,0.000680596,0.0003342958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000535611,0.004378441,0.9682717,0.00002080316,0.0002017569,0.0001759724,0.00002157371,0.0003275168,0.0002215481,0.00007934188,0.0003659602,0.02539976],"study_design_scores_gemma":[0.003363992,0.001202703,0.9799179,0.0001501349,0.00007296856,0.002232238,0.00005266162,0.0005859666,0.00005028556,0.00007264246,0.01213351,0.0001649266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947729,0.0002283385,0.0008867102,0.0006180046,0.00195537,0.0003194253,0.00006299985,0.00003797626,0.001118246],"genre_scores_gemma":[0.9975383,0.0009039847,0.0005116431,0.00004685665,0.0003845438,0.00002153105,0.0003799978,0.0000182166,0.0001948775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02523484,"threshold_uncertainty_score":0.9946401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08869179458971715,"score_gpt":0.4481458754682093,"score_spread":0.3594540808784921,"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."}}