{"id":"W2336096406","doi":"10.1177/089686080802800408","title":"Hernias in Peritoneal Dialysis Patients: Limiting Occurrence and Recurrence","year":2008,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Hernia repair and management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Peritoneal dialysis; Medicine; Limiting; Surgery; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002292004,0.0002246906,0.0004790355,0.0003965748,0.0001207224,0.00004472435,0.0001897465,0.00008219431,0.0003143112],"category_scores_gemma":[0.0004215521,0.0002137361,0.0001983475,0.0003624072,0.0001550904,0.000232361,0.0001791456,0.0002395483,0.00005616865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597868,"about_ca_system_score_gemma":0.00006914065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001973446,"about_ca_topic_score_gemma":0.00008575741,"domain_scores_codex":[0.997963,0.0000789847,0.000544766,0.000522878,0.0005901353,0.0003002118],"domain_scores_gemma":[0.9991987,0.0001018066,0.0001295667,0.0002294884,0.0001714376,0.0001689885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000136758,0.000626394,0.8695657,0.00007783841,0.0002206063,0.0001341444,0.002351544,0.00002836692,0.00005672532,0.0001050736,0.0002820729,0.1264148],"study_design_scores_gemma":[0.003690086,0.0002802573,0.873294,0.0003635586,0.0003475444,0.000120729,0.0004369249,0.008230633,0.0001246527,0.00003852242,0.1123992,0.0006739052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917124,0.001892933,0.0001091466,0.0004017854,0.000354278,0.0002825233,0.00005389968,0.00006942714,0.005123639],"genre_scores_gemma":[0.9879618,0.01021227,0.0008303672,0.0002608052,0.0002441681,0.00009879757,0.0002043047,0.0000151137,0.0001724249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1257409,"threshold_uncertainty_score":0.8715906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02196959633445946,"score_gpt":0.2764996582137516,"score_spread":0.2545300618792922,"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."}}