{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007425688,0.0001642786,0.0004853701,0.0001851931,0.00004066819,0.00003259185,0.0001664206,0.00007067154,0.0004334616],"category_scores_gemma":[0.0003389584,0.0001193298,0.0003217072,0.0001348302,0.0001059548,0.0001206867,0.0001567887,0.0003226518,0.00001359167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003029255,"about_ca_system_score_gemma":0.0003917217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002063008,"about_ca_topic_score_gemma":0.002893841,"domain_scores_codex":[0.9979509,0.00009150939,0.00073333,0.0002097544,0.0008192942,0.0001952157],"domain_scores_gemma":[0.9981095,0.0002704636,0.0005186017,0.00016381,0.0008168799,0.0001207338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001650182,0.0004313879,0.9850163,0.00005123988,0.0005622425,0.001758708,0.002016503,0.00001312156,0.001792876,0.00004355507,0.002213364,0.004450501],"study_design_scores_gemma":[0.002300031,0.0003008717,0.9484905,0.0005945687,0.0001463453,0.0008849584,0.001919621,0.00004081605,0.001911756,0.0003406469,0.04287293,0.0001969446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908148,0.000641587,0.0000316086,0.00597713,0.000990438,0.0001079292,0.00001329419,0.000005703965,0.001417508],"genre_scores_gemma":[0.9962216,0.0003701652,0.0002136665,0.0003063328,0.0005563931,0.000003766453,0.000007664706,0.00001878115,0.002301632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04065957,"threshold_uncertainty_score":0.486613,"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."}}