{"id":"W2751092069","doi":"10.1016/j.jpurol.2017.08.002","title":"Reduction and standardization of surgical instruments in pediatric inguinal hernia repair","year":2017,"lang":"en","type":"article","venue":"Journal of Pediatric Urology","topic":"Hernia repair and management","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Inguinal hernia; Standardization; General surgery; Surgery; Hernia","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":[0.002418325,0.0004058877,0.0004199036,0.001890186,0.0008044089,0.0009142081,0.000755842,0.0006394617,0.000979977],"category_scores_gemma":[0.01099451,0.0002171335,0.0005284363,0.001310015,0.001234878,0.0009587826,0.0008112299,0.001047901,0.0001875753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008831915,"about_ca_system_score_gemma":0.002142974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002518434,"about_ca_topic_score_gemma":0.00283538,"domain_scores_codex":[0.9957593,0.001226582,0.0009465893,0.0003024487,0.001275021,0.000490162],"domain_scores_gemma":[0.9958478,0.001193264,0.001602782,0.000370645,0.0006038788,0.0003815791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006159116,0.0005289002,0.6851476,0.0003432299,0.00006143379,0.004924016,0.001120323,0.002236628,0.004146066,0.001477415,0.001263843,0.2981346],"study_design_scores_gemma":[0.00002209993,0.00178867,0.9429712,0.0002397892,0.0001157306,0.03696919,0.002643599,0.002241338,0.005201528,0.0008275989,0.006938281,0.00004094941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661474,0.01515387,0.01165655,0.00112643,0.0003876814,0.0001197556,0.00009652318,0.00007856954,0.005233221],"genre_scores_gemma":[0.9844727,0.003843015,0.01089647,0.00008063587,0.0001899804,0.00004025452,0.00008573924,0.00002093981,0.0003702618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002518434,"threshold_uncertainty_score":0.01278949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363760864230027,"score_gpt":0.2906996665227447,"score_spread":0.2770620578804444,"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."}}