{"id":"W4416247730","doi":"10.1177/01455613251387811","title":"Comparative Outcomes of Drain and Drainless Techniques in Parotidectomy: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"article","venue":"Ear Nose & Throat Journal","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Seroma; Complication; MEDLINE; Parotidectomy; Significant difference","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007511998,0.0001803128,0.0030775,0.0003387325,0.00005323255,0.00002877719,0.00005654637,0.00003611101,0.00009056497],"category_scores_gemma":[0.0001231159,0.00009998854,0.0004259759,0.0004359197,0.00007256094,0.00006419911,0.00003664795,0.0001712689,0.000001217427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003863011,"about_ca_system_score_gemma":0.00005057775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006366633,"about_ca_topic_score_gemma":0.00006349375,"domain_scores_codex":[0.9985913,0.0002720632,0.0006500611,0.0001725954,0.0001827806,0.0001311777],"domain_scores_gemma":[0.9990556,0.000293104,0.0002621282,0.0002102109,0.00009528141,0.00008365414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00003181985,0.0006087634,0.8165113,0.03153758,0.1486248,0.0002584727,0.001217952,9.969368e-7,0.0000124397,0.0008263573,0.000348603,0.00002092948],"study_design_scores_gemma":[0.001015066,0.000213251,0.4562295,0.005583142,0.5349709,0.0002387948,0.0003779772,0.0000119331,0.0006695664,0.0005389741,0.00001219292,0.0001387269],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6141299,0.3703128,0.0002016432,0.01059267,0.0000335059,0.003110105,0.00003395649,0.00003445946,0.001551016],"genre_scores_gemma":[0.9931062,0.004859364,0.0007231561,0.001008877,0.00000530456,0.00008636387,0.000003089093,0.000005443533,0.0002021813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3863461,"threshold_uncertainty_score":0.4077414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05123692660370275,"score_gpt":0.3740706949509341,"score_spread":0.3228337683472314,"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."}}