{"id":"W4285257724","doi":"10.1007/978-3-030-81415-1_106","title":"Shouldice Repair of Inguinal Hernia","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Inguinal hernia; Medicine; General 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":[0.0001756901,0.0005342771,0.0004418163,0.0009198319,0.0006373482,0.0007407946,0.0004309223,0.0009111341,0.03161374],"category_scores_gemma":[0.0006099577,0.0002310709,0.0002815703,0.0005326309,0.0003779723,0.0007967333,0.0008208898,0.001671635,0.01030833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002672751,"about_ca_system_score_gemma":0.0004385106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009057188,"about_ca_topic_score_gemma":0.00591414,"domain_scores_codex":[0.9999111,0.00001802496,0.000005490585,0.000009536135,0.00003958356,0.00001625366],"domain_scores_gemma":[0.9998806,0.00004954655,0.00000926398,0.000008419607,0.00001652501,0.00003562736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004010113,0.00008993615,0.0004435886,0.0004815779,0.000009238129,0.001915213,0.0002447455,0.0004255576,0.0006947103,0.01905883,0.6951028,0.2814937],"study_design_scores_gemma":[0.000004433729,0.00003596193,0.0009293544,0.0003669001,0.000003761859,0.004038878,0.00004612163,0.00007453026,0.00008320686,0.003240967,0.9911697,0.000006268083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002545372,0.1385055,0.003715564,0.007703178,0.02086461,0.00006401033,0.0002091834,0.0002483778,0.826144],"genre_scores_gemma":[0.01087195,0.06667102,0.004197151,0.004778828,0.009610437,0.00005305405,0.0002261356,0.0001226728,0.9034687],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03161374,"threshold_uncertainty_score":0.1057585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02757774581990513,"score_gpt":0.272086169131042,"score_spread":0.2445084233111369,"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."}}