{"id":"W4400307078","doi":"10.1093/bjs/znae163.117","title":"258 Ultrasonography-Guided Drainage Versus Surgical Drainage for Deep Neck Space Abscesses: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"British journal of surgery","topic":"Otolaryngology and Infectious Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Drainage; Meta-analysis; Ultrasonography; Radiology; Surgery; Internal medicine","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":[0.01278983,0.002222834,0.01889709,0.004351597,0.0006149254,0.003387601,0.001857566,0.002567751,0.004682934],"category_scores_gemma":[0.02855821,0.00131219,0.03454954,0.004581871,0.0007822877,0.001901753,0.00130669,0.001852244,0.0003430793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002287891,"about_ca_system_score_gemma":0.003225284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004568347,"about_ca_topic_score_gemma":0.009629595,"domain_scores_codex":[0.9911371,0.004185103,0.002701967,0.0007690928,0.000942656,0.0002640895],"domain_scores_gemma":[0.9837866,0.01167431,0.00282698,0.0003582847,0.001131007,0.0002228163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003912109,0.00006594491,0.002321023,0.4678071,0.5119507,0.0001042088,0.00006688267,0.0003869578,0.0002059806,0.0001244233,0.0004367722,0.0126179],"study_design_scores_gemma":[0.001227384,0.0004902806,0.002530383,0.03427762,0.9596343,0.00007590201,0.00004650926,0.0001820322,0.0001100246,0.0001524314,0.001249586,0.00002351285],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005105878,0.9932547,0.0004167823,0.0001805935,0.0001703707,0.0003961341,0.0002447899,0.00001529054,0.0002154348],"genre_scores_gemma":[0.2068068,0.7857674,0.002490372,0.001281527,0.0004596763,0.002156973,0.0005673493,0.00002767247,0.0004422608],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01889709,"threshold_uncertainty_score":0.06763989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077875331522819,"score_gpt":0.3740875927478819,"score_spread":0.2663000595956,"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."}}