{"id":"W4285365671","doi":"10.33962/roneuro-2021-050","title":"Surgical site infections in neurosurgery","year":2021,"lang":"en","type":"article","venue":"Romanian Neurosurgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Medicine; Neurosurgery; Surgical site infection; Surgery; Medical record; Spinal surgery; Retrospective cohort study; General surgery","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":[0.0004376409,0.0002868631,0.0003674715,0.001516351,0.0005343602,0.0007670847,0.000305351,0.000328845,0.003250685],"category_scores_gemma":[0.002164288,0.000127508,0.0002372647,0.001449246,0.000486563,0.000443829,0.0005920748,0.0005502087,0.0003317995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003856632,"about_ca_system_score_gemma":0.0009285318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001389313,"about_ca_topic_score_gemma":0.001279949,"domain_scores_codex":[0.9991853,0.0001480134,0.0001701573,0.00009471424,0.0002451357,0.000156604],"domain_scores_gemma":[0.9975132,0.0002947711,0.001675526,0.00005957984,0.0002379415,0.0002190617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006861293,0.00007775953,0.9612632,0.000555491,0.000038802,0.005823615,0.0005255784,0.00008435969,0.0005760696,0.0002050966,0.001260251,0.02952093],"study_design_scores_gemma":[0.000005740266,0.0003013483,0.9180802,0.000842877,0.00005388865,0.06778106,0.002701728,0.0001378717,0.0006153117,0.0005280667,0.008930298,0.00002167546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544341,0.03450695,0.001039118,0.00102381,0.0001637651,0.0001000453,0.0006876952,0.00003043348,0.008014189],"genre_scores_gemma":[0.986361,0.01173757,0.0005866842,0.0002099754,0.0001739917,0.00003506174,0.0003675459,0.000005799885,0.0005222867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003250685,"threshold_uncertainty_score":0.01087463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742941790778419,"score_gpt":0.2710187057230098,"score_spread":0.2535892878152257,"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."}}