{"id":"W4401994663","doi":"10.1007/s10029-024-03110-z","title":"Polypropylene vs. stainless-steel wire suture: short-term recurrence rate after shouldice primary inguinal hernia repair, a non-inferior analysis among 1120 patients. A case–control study","year":2024,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Abdominal surgery; Surgery; Fibrous joint; Inguinal hernia; Hernia","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":[0.001735986,0.0004069133,0.0006891628,0.0009152313,0.0004323392,0.0006403951,0.0004868268,0.0007868722,0.001488794],"category_scores_gemma":[0.004370473,0.0005478619,0.001057917,0.0008246338,0.00049345,0.0005892192,0.0004075799,0.000486685,0.0003060122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401763,"about_ca_system_score_gemma":0.0002097731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183496,"about_ca_topic_score_gemma":0.001156146,"domain_scores_codex":[0.998502,0.0004712055,0.0002280203,0.0004018898,0.000260545,0.0001363355],"domain_scores_gemma":[0.9949181,0.001766824,0.002197158,0.0004713313,0.0002471869,0.0003994986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002911422,0.0002483847,0.994444,0.00004472736,0.0002214618,0.0002031703,0.0001435023,0.00002320664,0.000288097,0.00001066815,0.00004289565,0.001418358],"study_design_scores_gemma":[0.0002281061,0.003867518,0.9932771,0.00001071997,0.0002444655,0.001411211,0.0002714861,0.0003227897,0.000185459,0.00001413619,0.0001552875,0.00001167797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999525,0.0002915919,0.0000440716,0.000005559583,0.000004245633,0.00001381504,0.00005160296,0.000001022286,0.00006317392],"genre_scores_gemma":[0.9996361,0.00008560146,0.00004836247,0.00001014052,0.00001511504,0.00002054306,0.0001203942,0.000001503262,0.00006236167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001735986,"threshold_uncertainty_score":0.009180903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008916020607656948,"score_gpt":0.2702807817584485,"score_spread":0.2613647611507915,"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."}}