{"id":"W2158633689","doi":"10.1177/089686080502500412","title":"Patient Characteristics Associated with Defects of the Peritoneal Cavity Boundary","year":2005,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Peritoneal dialysis; Surgery; Complication; Continuous ambulatory peritoneal dialysis; Ambulatory; Hernia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001692092,0.0001783983,0.0003661973,0.000125495,0.0001216611,0.00005824269,0.0001984985,0.00006278289,0.0004035018],"category_scores_gemma":[0.0002229557,0.0001126214,0.0003615953,0.0002644547,0.0002018138,0.00008957949,0.0001411715,0.0001624563,0.00001813691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002390973,"about_ca_system_score_gemma":0.0001275759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005718074,"about_ca_topic_score_gemma":0.0001190791,"domain_scores_codex":[0.9980759,0.00007951129,0.0004219893,0.0002695585,0.0009520496,0.0002009625],"domain_scores_gemma":[0.9989743,0.00004989822,0.0002875783,0.0003087319,0.0002618406,0.0001176927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00187338,0.00830632,0.8115477,0.0001602863,0.007990424,0.0001446963,0.004682337,0.0006525503,0.01835116,0.002066892,0.006119821,0.1381045],"study_design_scores_gemma":[0.001129587,0.0001764953,0.9641829,0.0001800305,0.0009216674,0.00001061608,0.0001089555,0.003040542,0.003008825,0.00002172763,0.02701189,0.0002068333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891067,0.00006153119,0.0000605082,0.001875335,0.000393209,0.0002486668,0.0001283163,0.00002973036,0.008095965],"genre_scores_gemma":[0.9976417,0.00002323731,0.0001931227,0.0006948001,0.0003890002,0.00003589725,0.0002603358,0.00002011155,0.0007417692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1526352,"threshold_uncertainty_score":0.4592567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007066278850477287,"score_gpt":0.235661475342344,"score_spread":0.2285951964918667,"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."}}