{"id":"W2948616223","doi":"10.1007/s10029-019-01983-z","title":"State of the art: open mesh-based inguinal hernia repair","year":2019,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Hernia repair; Inguinal hernia; Groin; Surgery; Hernia; Quality of life (healthcare); General surgery; Abdominal surgery; Nursing","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":[0.0007764909,0.000904454,0.002237101,0.004577982,0.0003180253,0.001920806,0.001109064,0.001304626,0.008469027],"category_scores_gemma":[0.002380503,0.0002936667,0.0009125355,0.004746035,0.0006914209,0.002035857,0.0009796401,0.001646129,0.00160769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000647227,"about_ca_system_score_gemma":0.00162614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001714051,"about_ca_topic_score_gemma":0.004163897,"domain_scores_codex":[0.9996106,0.00007093296,0.00009864131,0.00007280002,0.0001179523,0.00002900815],"domain_scores_gemma":[0.9984136,0.0009753023,0.0002994719,0.00002612148,0.000199152,0.00008638141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008670804,0.00004341714,0.0003117293,0.08040155,0.0001853162,0.0001429301,0.00005904995,0.0002423226,0.0005395104,0.001537944,0.02841891,0.8880306],"study_design_scores_gemma":[0.0000462036,0.0001703748,0.002479096,0.06951661,0.001131916,0.002765762,0.0002507794,0.0001619439,0.0002341709,0.002396992,0.9207914,0.0000546974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003806537,0.9993223,0.00003359552,0.0001498107,0.0001734348,0.000002009027,0.00001429593,0.000002452308,0.0002640354],"genre_scores_gemma":[0.0003263489,0.998933,0.00008511372,0.000198035,0.000300381,0.000002242351,0.00001684529,7.803124e-7,0.0001371763],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008469027,"threshold_uncertainty_score":0.0283317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08003934611818751,"score_gpt":0.3747338435069328,"score_spread":0.2946944973887453,"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."}}