{"id":"W4287524470","doi":"10.4103/ijawhs.ijawhs_70_21","title":"Twenty-year retrospective audit of inguinal herniorrhaphy at the Victoria Hospital in Prince Albert, Northern Saskatchewan","year":2021,"lang":"en","type":"article","venue":"International journal of abdominal wall and hernia surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; University of Saskatchewan","funders":"","keywords":"Medicine; Audit; Inguinal hernia; General surgery; Retrospective cohort study; Clinical audit; Hernia; Surgery; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007770383,0.0002029664,0.0002286579,0.001546183,0.0009227067,0.0006347283,0.0005681926,0.0003269064,0.001399724],"category_scores_gemma":[0.002923247,0.0003634149,0.0001737173,0.002685877,0.0006777556,0.0003515663,0.0009625065,0.0003456294,0.0002306817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00447723,"about_ca_system_score_gemma":0.006321989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.327774,"about_ca_topic_score_gemma":0.5365943,"domain_scores_codex":[0.9983724,0.0003358105,0.0002577149,0.0001860799,0.0005392426,0.0003088523],"domain_scores_gemma":[0.9928954,0.0008782712,0.002806402,0.0002932607,0.002113602,0.001013059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006466985,0.00002601843,0.9946825,0.00007208881,0.00001952553,0.0005587348,0.0004844942,0.00002989547,0.0004676416,0.0000101532,0.0003309078,0.003253313],"study_design_scores_gemma":[0.00000330411,0.00006609815,0.9982038,0.00002410748,0.00000804254,0.0004295364,0.0008299013,0.00002403107,0.00007562299,0.000002630448,0.0003280145,0.000004920551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974406,0.0004990736,0.00006925982,0.00007359856,0.00000642907,0.00007521841,0.001030195,0.000004976654,0.0008005992],"genre_scores_gemma":[0.9975521,0.0008331385,0.0001491608,0.0001494894,0.000008533909,0.00005363953,0.0008336253,0.000003291866,0.0004169868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.672226,"threshold_uncertainty_score":0.6517323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005586803950406847,"score_gpt":0.2367285735241699,"score_spread":0.231141769573763,"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."}}