{"id":"W4413800016","doi":"10.21037/tp-2025-102","title":"The efficacy and safety of robotic, laparoscopic, and open surgery for pediatric choledochal cysts: a systematic review and network meta-analysis","year":2025,"lang":"en","type":"review","venue":"Translational Pediatrics","topic":"Pediatric Hepatobiliary Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Choledochal cysts; Meta-analysis; General surgery; Open surgery; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01401098,0.002301836,0.01654818,0.008797618,0.0007858262,0.003008169,0.002344729,0.002291951,0.00373147],"category_scores_gemma":[0.03819319,0.001233707,0.03607918,0.008480514,0.0007962973,0.001905055,0.001675695,0.001808101,0.0002707594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002433509,"about_ca_system_score_gemma":0.003729827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006329036,"about_ca_topic_score_gemma":0.0126728,"domain_scores_codex":[0.9897599,0.004073252,0.00350747,0.001179931,0.001162522,0.0003169718],"domain_scores_gemma":[0.9637152,0.0276754,0.005357984,0.0007824595,0.002116071,0.00035289],"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":[0.001878007,0.00003177227,0.006567445,0.4615378,0.5185823,0.0001262979,0.000100799,0.0004706201,0.0001679665,0.0001264522,0.0005098088,0.009900763],"study_design_scores_gemma":[0.0004057087,0.0001682388,0.004199464,0.02896258,0.9644722,0.00009430388,0.0000455626,0.0001697242,0.00007212492,0.0001570375,0.001229143,0.00002395357],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005952108,0.9919401,0.000484552,0.0002149715,0.0001036319,0.0002521511,0.0007864425,0.00002035277,0.000245813],"genre_scores_gemma":[0.2184938,0.7743175,0.002426314,0.001079001,0.00032591,0.001582242,0.001444543,0.00003711497,0.0002936258],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01654818,"threshold_uncertainty_score":0.07409805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08844401433144208,"score_gpt":0.3733641171762058,"score_spread":0.2849201028447637,"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."}}