{"id":"W4402838234","doi":"10.1016/j.wnsx.2024.100397","title":"Practice preference and evidence analysis on topical use of tobramycin powder in lumbar spine surgery: A Multi-National AO spine survey with systematic review of the literature","year":2024,"lang":"en","type":"review","venue":"World Neurosurgery X","topic":"Surgical site infection prevention","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"AO Foundation","keywords":"Medicine; Tobramycin; SPINE (molecular biology); Lumbar spine; Systematic review; Preference; Surgery; Physical therapy; MEDLINE; Bioinformatics; Antibiotics; Biology","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":[0.02854824,0.000961653,0.006223014,0.01640734,0.0007021205,0.002650372,0.001195296,0.001912984,0.002026566],"category_scores_gemma":[0.09764883,0.00108676,0.009171187,0.01418256,0.0009504085,0.002573593,0.001851525,0.0009248314,0.0001646377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003753682,"about_ca_system_score_gemma":0.01184371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006125315,"about_ca_topic_score_gemma":0.01753215,"domain_scores_codex":[0.9614311,0.01173421,0.0189613,0.002490096,0.004798169,0.0005850271],"domain_scores_gemma":[0.8722953,0.07639591,0.03515031,0.001881704,0.01320297,0.001073862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0006774003,0.00009234164,0.06586991,0.8504608,0.04576408,0.0003611396,0.001311521,0.0001841816,0.0004017589,0.000231746,0.001230644,0.03341431],"study_design_scores_gemma":[0.0008862931,0.0008705551,0.1022862,0.6727427,0.2074742,0.001817738,0.003610181,0.0004323816,0.0005244001,0.000650946,0.008555683,0.0001488082],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04999337,0.9422929,0.0008312291,0.001515422,0.0001609728,0.001953026,0.002500473,0.0000171709,0.0007354659],"genre_scores_gemma":[0.446988,0.5371038,0.005740118,0.002772405,0.0001878983,0.005226664,0.001782714,0.00001536115,0.0001830065],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02854824,"threshold_uncertainty_score":0.1509793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174012267120494,"score_gpt":0.389243947687438,"score_spread":0.215231680566944,"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."}}