{"id":"W2006397834","doi":"10.1089/lap.2011.0242","title":"The Value of Laparoscopy in the Management of Abdominoscrotal Hydroceles","year":2012,"lang":"en","type":"article","venue":"Journal of Laparoendoscopic & Advanced Surgical Techniques","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Medicine; Hydrocele; Inguinal canal; Inguinal hernia; Surgery; Hernia; Laparoscopy; Scrotum; Hematoma; Hernia repair; General surgery","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":[0.0005196453,0.0004115924,0.0002673801,0.000789111,0.0002520742,0.0003430792,0.0003169327,0.0004621646,0.0009974682],"category_scores_gemma":[0.004098798,0.0001493281,0.0001507631,0.0003061108,0.0004500493,0.0007849539,0.0003133579,0.000564474,0.0002055267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001777477,"about_ca_system_score_gemma":0.000241859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005957704,"about_ca_topic_score_gemma":0.0009020529,"domain_scores_codex":[0.9997343,0.0001247797,0.00003103614,0.00002387235,0.00006016242,0.0000258379],"domain_scores_gemma":[0.9984864,0.0008300765,0.0002928418,0.00004202226,0.00009324532,0.0002554974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00167694,0.0001938284,0.7833663,0.0004270669,0.00008509224,0.02139922,0.0002733711,0.001024099,0.006204006,0.0001287018,0.001189452,0.1840318],"study_design_scores_gemma":[0.0003362433,0.006181808,0.6364221,0.001086023,0.0002063331,0.3331616,0.001589631,0.006708379,0.007441889,0.0005870861,0.006171297,0.0001076489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579105,0.0348965,0.002751099,0.001183132,0.000175141,0.00003468983,0.0000671595,0.00007358694,0.002908156],"genre_scores_gemma":[0.9937174,0.00362063,0.002149475,0.0001152364,0.0002326543,0.000009268626,0.00003183158,0.000004932939,0.0001185179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009974682,"threshold_uncertainty_score":0.003336787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01048102412463938,"score_gpt":0.3165087276423744,"score_spread":0.306027703517735,"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."}}