{"id":"W2789699089","doi":"10.1016/j.ijsu.2018.03.042","title":"Absorbable versus non-absorbable tacks for mesh fixation in laparoscopic ventral hernia repair: A systematic review and meta-analysis","year":2018,"lang":"en","type":"review","venue":"International Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Meta-analysis; Randomized controlled trial; Hernia repair; Confidence interval; Relative risk; Surgery; MEDLINE; Publication bias; Systematic review; Abdominal surgery; Hernia; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003185857,0.0003598959,0.006623117,0.001123913,0.00002906979,0.00006223065,0.0002510143,0.0001644479,0.0003891191],"category_scores_gemma":[0.00116224,0.0002477372,0.005046738,0.0004373345,0.00003672225,0.0002008761,0.00006417051,0.0002710249,0.00002486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003429693,"about_ca_system_score_gemma":0.000386607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002701175,"about_ca_topic_score_gemma":0.00002713134,"domain_scores_codex":[0.9959388,0.0002208002,0.002493621,0.0003280734,0.0007643881,0.000254319],"domain_scores_gemma":[0.995761,0.0009453364,0.002117617,0.000340099,0.0006916548,0.0001442625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001858226,0.0002193626,0.000052248,0.6537958,0.3218483,0.00028729,0.00004088766,0.000004025264,1.040326e-7,0.00002984406,0.02256901,0.0009672579],"study_design_scores_gemma":[0.0007171584,0.0001159819,0.00001221295,0.07174051,0.6977347,0.0001564938,0.00001524061,0.0000531803,5.941177e-7,0.00001474602,0.2292221,0.0002171299],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003033552,0.9968828,0.000135281,0.0003791041,0.0006641256,0.001604134,0.00005782993,0.00001671912,0.0002297032],"genre_scores_gemma":[0.0001211158,0.9963326,0.0004772208,0.0003800426,0.0002625591,0.0002791797,0.0001042096,0.00003738888,0.002005615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5820553,"threshold_uncertainty_score":0.9999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425476793307476,"score_gpt":0.399978436693181,"score_spread":0.2574307573624334,"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."}}