{"id":"W4401290647","doi":"10.1177/15533506241273398","title":"Recurrence Rates after Primary Femoral Hernia Open Repair a Systematic Review","year":2024,"lang":"en","type":"review","venue":"Surgical Innovation","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Femoral hernia; Groin; Surgery; Hernia repair; Systematic review; Hernia; Clinical endpoint; Inguinal hernia; General surgery; Randomized controlled trial; MEDLINE","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002481367,0.0005207566,0.003778861,0.0003526208,0.00003915446,0.0001374336,0.0003304065,0.0002662297,0.0004425019],"category_scores_gemma":[0.0003563863,0.0003219833,0.0006427684,0.002639753,0.00004464719,0.0001598961,0.0005115261,0.0006569421,0.001678587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003284149,"about_ca_system_score_gemma":0.0004600774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000762104,"about_ca_topic_score_gemma":0.000001165531,"domain_scores_codex":[0.9959167,0.0003923648,0.002117009,0.0007383123,0.0005366183,0.0002990264],"domain_scores_gemma":[0.9981142,0.0001062153,0.0005166147,0.0008751625,0.0003007147,0.00008713913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002120966,0.00007830942,0.000002155142,0.9050854,0.0003953981,0.0007119212,0.000007872555,3.502492e-9,9.021975e-9,0.001049555,0.02189582,0.07075237],"study_design_scores_gemma":[0.0001168943,0.00004933801,0.000001688056,0.471494,0.003587977,0.0001558362,0.000001588081,0.000003067918,1.8513e-8,0.00002576822,0.52439,0.0001739259],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001595496,0.976079,0.00001118582,0.0003702296,0.0003625804,0.009080774,0.00002923211,0.0002657255,0.01379967],"genre_scores_gemma":[0.00000284529,0.9794203,0.0003170765,0.001320533,0.0002087305,0.00339814,0.000973177,0.00007459177,0.01428458],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5024942,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09115792081398996,"score_gpt":0.4275730814950626,"score_spread":0.3364151606810727,"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."}}