{"id":"W2001217911","doi":"10.1007/s10029-011-0796-y","title":"Is surgical repair of an asymptomatic groin hernia appropriate? A review","year":2011,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Groin; Hernia repair; Asymptomatic; Surgery; Watchful waiting; Hernia; Femoral hernia; Inguinal hernia; General surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001257682,0.0007423155,0.004410225,0.0002253473,0.00004455763,0.00001125652,0.000416272,0.0004822661,0.003585593],"category_scores_gemma":[0.0001616614,0.000527994,0.001929972,0.0004475552,0.0001196076,0.00008414339,0.0002045955,0.0005940143,0.001803706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253613,"about_ca_system_score_gemma":0.0003934827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007966616,"about_ca_topic_score_gemma":0.00001082659,"domain_scores_codex":[0.9956556,0.0005300196,0.001781021,0.0008805021,0.0006472347,0.0005056265],"domain_scores_gemma":[0.9965698,0.0001082151,0.0007903848,0.001963395,0.0001376925,0.0004304709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002958789,0.0005170149,0.00001200457,0.330939,0.0007786667,0.0004242409,0.0001398466,1.192196e-8,8.742064e-8,0.00009570109,0.01107656,0.6559873],"study_design_scores_gemma":[0.0006395269,0.0004399585,0.00001471171,0.1025511,0.004903276,0.0007443482,0.00001353727,0.0000175046,3.439867e-7,0.00001820619,0.8902568,0.000400726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007039213,0.9781319,0.000008926891,0.00004847753,0.0001826564,0.003052628,0.00004824005,0.0004420023,0.0180148],"genre_scores_gemma":[0.000007581531,0.9932278,0.001068703,0.0004394326,0.0002679464,0.0003294357,0.0001902033,0.0001696898,0.004299205],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8791803,"threshold_uncertainty_score":0.9997172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07191583888720456,"score_gpt":0.365673478269147,"score_spread":0.2937576393819425,"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."}}