{"id":"W4305082091","doi":"10.1093/bjs/znac308.058","title":"OC-046 SURGICAL ASPECTS AND EARLY MORBIDITY OF RECURRENT INGUINAL HERNIAS DURING OPEN REOPERATION","year":2022,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Seroma; Surgery; Inguinal hernia; Complication; Hematoma; Hernia; Postoperative hematoma; General surgery","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":[0.0004424628,0.0001445915,0.000227957,0.001082023,0.0002519827,0.0005476137,0.0002508548,0.0002174461,0.003433802],"category_scores_gemma":[0.003721419,0.0001350544,0.0003556111,0.000743519,0.0002649717,0.0003216401,0.0003837878,0.0002896106,0.0002923523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002596903,"about_ca_system_score_gemma":0.0003923882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766984,"about_ca_topic_score_gemma":0.002182205,"domain_scores_codex":[0.999391,0.000118201,0.0001169993,0.00007151101,0.000165573,0.0001367534],"domain_scores_gemma":[0.996102,0.0006066805,0.00244638,0.0001029856,0.0002590615,0.0004829149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000438102,0.00001427236,0.9973035,0.00002056635,0.00001505413,0.0003551958,0.00004819476,0.00001234249,0.00008881516,0.00000760836,0.00008149213,0.002009236],"study_design_scores_gemma":[0.000002387433,0.00009198118,0.9958599,0.00002246561,0.00001277227,0.003319632,0.000279361,0.00005621491,0.00009894064,0.00001266666,0.0002401566,0.00000351111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985227,0.0005801817,0.00006217399,0.00003853658,0.00001032771,0.000007940621,0.0002414891,0.000004057127,0.0005326075],"genre_scores_gemma":[0.9993277,0.0001790024,0.00007663015,0.00001332847,0.00001849007,0.000005733903,0.0002347409,0.000002109083,0.0001424142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003433802,"threshold_uncertainty_score":0.01148719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04460483509784234,"score_gpt":0.2879479728128621,"score_spread":0.2433431377150198,"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."}}