{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005824507,0.0007956405,0.001893993,0.004257202,0.0003358989,0.001107475,0.0009456587,0.001066597,0.002799297],"category_scores_gemma":[0.002112559,0.0004014288,0.0007049409,0.003673778,0.0006409862,0.002066677,0.0006471077,0.001159574,0.0007394771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004863268,"about_ca_system_score_gemma":0.001278203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136113,"about_ca_topic_score_gemma":0.00338773,"domain_scores_codex":[0.9996984,0.0000380769,0.00009838108,0.00006250811,0.00008460404,0.00001802504],"domain_scores_gemma":[0.9986514,0.0007622459,0.000316528,0.0000193122,0.0001769327,0.00007359296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001113063,0.00007027765,0.002108168,0.06995676,0.0003497327,0.001805432,0.0001462883,0.0002564298,0.0009813951,0.0009089289,0.03499549,0.8883098],"study_design_scores_gemma":[0.00008161483,0.0003124582,0.01233707,0.07919477,0.002500865,0.02912098,0.0009592805,0.0002465177,0.0006249524,0.001826772,0.8726751,0.0001195609],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001673068,0.9991624,0.00004967768,0.0001557421,0.0001324978,0.000002692127,0.00001633528,0.000002874212,0.000310352],"genre_scores_gemma":[0.0008195395,0.9986128,0.0001069991,0.0001458864,0.0002097607,0.000002474038,0.00001895174,7.157516e-7,0.00008295306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004257202,"threshold_uncertainty_score":0.009364605,"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."}}