{"id":"W2914227863","doi":"10.3747/pdi.2018.00203","title":"Laparoscopic Mesh Repair of Bilateral Obturator Hernias Post-Peritoneal Dialysis","year":2019,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Hernia repair and management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Obturator hernia; Surgery; Hernia; Hematoma; Peritoneal dialysis; Obturator nerve; Femoral hernia; Abdominal wall; Inguinal 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003330605,0.0003051324,0.0007886188,0.0004122596,0.00005805699,0.00005361026,0.0003303676,0.000156451,0.006077431],"category_scores_gemma":[0.0001692799,0.0002683054,0.0008138546,0.0003231866,0.0001059198,0.0002293939,0.0002094507,0.0002298752,0.0005232802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018997,"about_ca_system_score_gemma":0.0001361453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007100631,"about_ca_topic_score_gemma":0.0001102305,"domain_scores_codex":[0.9971166,0.00009204586,0.0007878804,0.0006148017,0.001027381,0.0003612533],"domain_scores_gemma":[0.9983547,0.00007359709,0.0002320593,0.0006343417,0.000499661,0.0002055936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001586213,0.001373583,0.8715758,0.0003938943,0.004753576,0.000153719,0.002393747,0.0002511531,0.1080147,0.001300298,0.004420801,0.003782492],"study_design_scores_gemma":[0.008949214,0.001422176,0.7554785,0.0003259517,0.001918327,0.00009101346,0.001066716,0.02185126,0.02869155,0.0001009262,0.1789606,0.001143798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795935,0.0001022286,0.00003325374,0.001563806,0.001359231,0.0004753228,0.0001084529,0.000201823,0.01656245],"genre_scores_gemma":[0.9882702,0.00007527733,0.001165646,0.001067985,0.0006564284,0.0000708685,0.0003851131,0.00004450133,0.008263954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1745398,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008425720708486944,"score_gpt":0.2684621883956834,"score_spread":0.2600364676871964,"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."}}