{"id":"W3213246867","doi":"10.1016/j.bas.2021.100127","title":"External contamination more often causes early, deep wound infections in lumbosacral fusions than surgical contamination or haematogenous infection","year":2021,"lang":"en","type":"article","venue":"Brain and Spine","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"Contamination; Medicine; Wound infection; Surgery; Lumbosacral joint; Biology; Ecology","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":[0.0001646951,0.0001536125,0.0003814711,0.0002290169,0.0001059237,0.0000361492,0.00002776379,0.0001582295,0.0003019427],"category_scores_gemma":[0.0003552048,0.0001260004,0.00009810628,0.0003436548,0.00008534326,0.0001811039,0.00005329367,0.0002034344,0.0000152974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006222804,"about_ca_system_score_gemma":0.00008477649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005396695,"about_ca_topic_score_gemma":0.006614264,"domain_scores_codex":[0.9989215,0.0001163574,0.0003390505,0.0002759847,0.0001334254,0.0002136864],"domain_scores_gemma":[0.9995236,0.00003342082,0.00007130302,0.000144425,0.0001209754,0.0001062692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001587947,0.002699143,0.7659588,0.0007254778,0.0002013812,0.007093958,0.003163115,0.000009134539,0.01455426,0.008583807,0.0003877391,0.1964644],"study_design_scores_gemma":[0.002784578,0.0007954318,0.9879058,0.0003151543,0.00007264718,0.004614157,0.0001904716,0.0005665207,0.000455965,0.00008238212,0.002068795,0.0001480792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934226,0.002448729,0.001815333,0.001218686,0.0001586967,0.0003181787,0.000004878575,0.00005707106,0.0005558556],"genre_scores_gemma":[0.993946,0.003174968,0.0001971329,0.0005278961,0.0001063949,0.00005717965,0.00008619313,0.00001754766,0.00188675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.221947,"threshold_uncertainty_score":0.5138147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344736221701714,"score_gpt":0.3175313554687553,"score_spread":0.2940839932517382,"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."}}