{"id":"W2010987677","doi":"10.1111/j.1464-410x.2009.09155.x","title":"The Shouldice natural tissue repair for inguinal hernia","year":2010,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Hernia repair and management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Inguinal hernia; Citation; Hernia; General surgery; Computer science; Library science","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":[0.0004214318,0.0002815966,0.0003802079,0.001093931,0.001093754,0.0006629545,0.0003670576,0.001344467,0.007884155],"category_scores_gemma":[0.001916111,0.0001629179,0.0003863447,0.0003900647,0.0009197491,0.001196875,0.0007065854,0.001440819,0.001717694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004838315,"about_ca_system_score_gemma":0.0007308902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007936811,"about_ca_topic_score_gemma":0.003743105,"domain_scores_codex":[0.9996023,0.0001343253,0.00004500964,0.00002920822,0.0001109392,0.00007823455],"domain_scores_gemma":[0.9995078,0.00009716418,0.000062725,0.00003469803,0.00005998112,0.0002377146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001640087,0.0006025779,0.07138089,0.001689428,0.0001129657,0.2248914,0.001277278,0.0007010909,0.009377795,0.007785198,0.1388275,0.5417139],"study_design_scores_gemma":[0.0001719206,0.001117517,0.066489,0.0008201777,0.00006063955,0.7329611,0.001056878,0.0003741972,0.001372563,0.003500669,0.191988,0.00008746798],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5289357,0.1993555,0.0045029,0.08023178,0.0248744,0.0001532422,0.0002128819,0.0001950657,0.1615385],"genre_scores_gemma":[0.8997173,0.04092643,0.005985024,0.007974139,0.01455798,0.00006692867,0.0001460439,0.00009377114,0.03053234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007884155,"threshold_uncertainty_score":0.02637511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008904484331078755,"score_gpt":0.2860550747797613,"score_spread":0.2771505904486825,"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."}}