{"id":"W4391277044","doi":"10.1007/s10029-023-02955-0","title":"Temporal patterns for inguinal hernia recurrence operations after Shouldice Repair","year":2024,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Surgery; Inguinal hernia; Abdominal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003013688,0.0001849853,0.0002148093,0.0001092885,0.00007860269,0.00008447824,0.00008289167,0.0000902262,0.0007808734],"category_scores_gemma":[0.00008940683,0.0001555592,0.0002211831,0.0001412279,0.0000299995,0.0001199807,0.00005920602,0.0002125451,0.0003789173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008594292,"about_ca_system_score_gemma":0.000139263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001440621,"about_ca_topic_score_gemma":0.000432109,"domain_scores_codex":[0.9986607,0.00003409362,0.0002962305,0.0004481114,0.0002599293,0.0003009229],"domain_scores_gemma":[0.9993302,0.00004489836,0.00001669568,0.0003630714,0.00008826949,0.0001569265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002832813,0.001722813,0.4774695,0.01089706,0.001944006,0.004537586,0.01095135,0.000210885,0.002427303,0.005116828,0.3069927,0.1748972],"study_design_scores_gemma":[0.0007737934,0.0004711919,0.02372744,0.0005707414,0.0002332742,0.00006190301,0.0002172629,0.01512899,0.00008970868,0.00006202711,0.9584154,0.0002482822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616261,0.002912775,0.01912196,0.005115124,0.001353258,0.001981298,0.0002312141,0.001523217,0.006135114],"genre_scores_gemma":[0.983507,0.00006888704,0.004105887,0.001492245,0.0006531596,0.0005361029,0.00008930398,0.00005075273,0.009496674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6514227,"threshold_uncertainty_score":0.8550016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555024628700863,"score_gpt":0.3275742548852219,"score_spread":0.3020240085982133,"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."}}