{"id":"W2050392264","doi":"10.2176/nmc.43.120","title":"Postoperative Infection After Duraplasty With Expanded Polytetrafluoroethylene Sheet.","year":2003,"lang":"en","type":"article","venue":"Neurologia medico-chirurgica","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Medicine; Surgery; Cranioplasty; Dura mater; Decompressive craniectomy; Empyema; Craniotomy; Skull","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003229342,0.0004121448,0.0007658393,0.0002093562,0.0001616687,0.00002151792,0.00009002258,0.0004210204,0.002810044],"category_scores_gemma":[0.0005332456,0.0002660056,0.0001691681,0.000468782,0.0004065325,0.0001327483,0.00003833904,0.0009445651,0.0002087607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007180194,"about_ca_system_score_gemma":0.0003001384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002275377,"about_ca_topic_score_gemma":0.0000393513,"domain_scores_codex":[0.9971213,0.0004388913,0.0004786583,0.000715298,0.0005336762,0.0007121727],"domain_scores_gemma":[0.9983068,0.0003943341,0.0001170435,0.0004534756,0.0001508216,0.0005774898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04451793,0.007805872,0.7496096,0.0003867272,0.001105132,0.03792341,0.003197268,0.0001190381,0.08112475,0.006762744,0.009875115,0.05757237],"study_design_scores_gemma":[0.01283282,0.01745442,0.6081412,0.0001104484,0.0002990975,0.007256768,0.00005444984,0.00009907636,0.009779373,0.0001272286,0.3431801,0.0006649663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654892,0.0003276039,0.0001130067,0.004403455,0.0005696301,0.0006143926,0.000006755267,0.0002711722,0.0282048],"genre_scores_gemma":[0.9889932,0.0004109996,0.0003158298,0.008928609,0.0001963419,0.0001630059,0.00001769199,0.00004931785,0.0009249507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.333305,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011015761931649,"score_gpt":0.2561357007238442,"score_spread":0.2451199387921952,"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."}}