{"id":"W4401793457","doi":"10.1016/j.asjsur.2024.07.199","title":"Summary of the best evidence for preventing the occurrence of subcutaneous emphysema in laparoscopic surgery","year":2024,"lang":"en","type":"review","venue":"Asian Journal of Surgery","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; Randomized controlled trial; Cochrane Library; MEDLINE; Subcutaneous emphysema; Systematic review; Excellence; Quality of evidence; Evidence-based medicine; Pneumoperitoneum; Alternative medicine; Surgery; Laparoscopy; Pathology","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":[0.006939979,0.002467455,0.008764081,0.01664423,0.0008174879,0.003401985,0.002612286,0.003243152,0.009242775],"category_scores_gemma":[0.02846812,0.001314885,0.00679515,0.01144489,0.0007691423,0.003450856,0.001652751,0.001831755,0.001135719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002850426,"about_ca_system_score_gemma":0.00955841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004791264,"about_ca_topic_score_gemma":0.008630333,"domain_scores_codex":[0.9950868,0.001196109,0.002171836,0.0002960271,0.001100157,0.0001489835],"domain_scores_gemma":[0.9836178,0.009988864,0.003884013,0.000254019,0.001949475,0.0003058624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001503842,0.00002210741,0.0002694927,0.9363098,0.003216028,0.0001058839,0.00007295144,0.00007418561,0.0001489303,0.0001970828,0.001897118,0.05753612],"study_design_scores_gemma":[0.000201212,0.0001629064,0.001814271,0.9341359,0.03724233,0.000455633,0.0001195336,0.00008491891,0.0002644678,0.0004483686,0.02504176,0.0000287424],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002629512,0.9983397,0.000161578,0.0003089771,0.0002008649,0.0002459692,0.0001770928,0.000009822595,0.0002930242],"genre_scores_gemma":[0.00300335,0.9952924,0.0006676471,0.000377625,0.0001186375,0.0002721729,0.000166973,0.00000380635,0.00009735854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01664423,"threshold_uncertainty_score":0.03670257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1983152028564938,"score_gpt":0.4012531918748158,"score_spread":0.202937989018322,"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."}}