{"id":"W2047143615","doi":"10.1097/prs.0000000000001265","title":"Antibiotic Prophylaxis for Preventing Surgical-Site Infection in Plastic Surgery","year":2015,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of New Brunswick","funders":"","keywords":"Antibiotic prophylaxis; Surgical site infection; Medicine; Antibiotics; Surgery; Surgical Infections; Surgical procedures; Biology; Microbiology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003368999,0.001052301,0.005562247,0.002884526,0.0001511981,0.00009856542,0.00009748618,0.001126983,0.0006365923],"category_scores_gemma":[0.01516321,0.0009358285,0.002679928,0.002210054,0.0002850607,0.0003845492,0.0001141303,0.001245333,0.0003032902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265387,"about_ca_system_score_gemma":0.001931452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009716117,"about_ca_topic_score_gemma":0.00004335493,"domain_scores_codex":[0.9930363,0.0009960476,0.002815582,0.001427496,0.0006703549,0.001054179],"domain_scores_gemma":[0.9493245,0.04759637,0.001601319,0.0004775822,0.0005270551,0.0004731941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000259301,0.0003547375,0.1038115,0.02585586,0.0004541483,0.0002601243,0.00001137976,0.00000527349,8.681954e-7,0.00001302747,0.0001914069,0.8687824],"study_design_scores_gemma":[0.002097418,0.0004435082,0.02081583,0.1045309,0.003836814,0.007716862,0.00001908876,0.00014342,0.00001705571,0.0002315079,0.8578873,0.002260315],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1255316,0.8548028,0.0007827569,0.000005414923,0.01329045,0.004285537,0.0002761134,0.0004280368,0.0005973456],"genre_scores_gemma":[0.01185536,0.9840422,0.0002171146,0.000005169468,0.00149115,0.0006286299,0.001239914,0.0002635808,0.0002568543],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8665221,"threshold_uncertainty_score":0.9993092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06070028728461174,"score_gpt":0.3273289238747586,"score_spread":0.2666286365901469,"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."}}