{"id":"W4402756272","doi":"10.1093/bjsopen/zrae116","title":"Operative <i>versus</i> conservative management for inguinal hernia: a methodology scoping review of randomized controlled trials","year":2024,"lang":"en","type":"article","venue":"BJS Open","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Medical Research Council Canada; Rosetrees Trust","keywords":"Medicine; Randomized controlled trial; Generalizability theory; Inguinal hernia; Asymptomatic; MEDLINE; Systematic review; Population; General surgery; Physical therapy; Surgery; Hernia; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1197032,0.002780081,0.01147611,0.02330763,0.001844059,0.0091918,0.003409312,0.004224387,0.005841326],"category_scores_gemma":[0.2419967,0.002169332,0.01010025,0.02053406,0.003421561,0.006730974,0.004158267,0.002132852,0.0009610477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007665029,"about_ca_system_score_gemma":0.02635561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003466473,"about_ca_topic_score_gemma":0.007813386,"domain_scores_codex":[0.8397133,0.084281,0.054832,0.005463607,0.01461776,0.001092329],"domain_scores_gemma":[0.7646805,0.1709332,0.0437,0.004776011,0.01501432,0.0008959133],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002942778,0.00002597288,0.001001747,0.9365675,0.004431976,0.00007346799,0.0004662825,0.0001592052,0.0002851988,0.001045387,0.001565378,0.05408355],"study_design_scores_gemma":[0.0002441087,0.0001773131,0.001568517,0.9729561,0.01391419,0.0001661286,0.0003080577,0.0001200838,0.0002060058,0.00105484,0.009250585,0.00003415585],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001417074,0.9833863,0.003442714,0.001592484,0.0004364871,0.007932555,0.0006207011,0.00003983088,0.00113189],"genre_scores_gemma":[0.0266659,0.916555,0.02219853,0.002448571,0.0005055519,0.03034496,0.0007721165,0.00004600252,0.0004634279],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8802968,"threshold_uncertainty_score":0.6330588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2821910127266341,"score_gpt":0.5299537989880115,"score_spread":0.2477627862613774,"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."}}