{"id":"W1870240709","doi":"10.3747/pdi.2014.00333","title":"Analysis of Hospitalization after Peritoneal Dialysis Catheter Implantation","year":2015,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Peritoneal dialysis; Surgery; Catheter; Peritonitis; Dialysis; Complication; Cohort; Logistic regression; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005115153,0.0001838889,0.0002612867,0.0010524,0.0002774624,0.0005505838,0.0003912652,0.0002944489,0.001943266],"category_scores_gemma":[0.002850323,0.0001485529,0.0006083205,0.001049539,0.0001986254,0.0003887307,0.000554698,0.0004822495,0.0002096323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004158425,"about_ca_system_score_gemma":0.0004986566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843218,"about_ca_topic_score_gemma":0.001540562,"domain_scores_codex":[0.9993956,0.0001075763,0.0001312596,0.0001357881,0.0001092081,0.0001204483],"domain_scores_gemma":[0.9965305,0.0004984374,0.002146617,0.0001404066,0.0002188747,0.0004652783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005347945,0.000009817863,0.9991308,0.000008194937,0.000021916,0.00004035259,0.00001831872,0.00002954731,0.0000522548,0.000006797664,0.00004962118,0.0005788878],"study_design_scores_gemma":[0.000001905819,0.0000560754,0.9993549,0.000005604554,0.000007631787,0.0002394651,0.00006964907,0.0001309359,0.00003489034,0.000007198174,0.00008951761,0.000002255349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986838,0.0001687962,0.00009387322,0.00002924836,0.00000742115,0.000006391047,0.000723819,0.000003912205,0.0002828185],"genre_scores_gemma":[0.9988819,0.00006856145,0.00006212415,0.00001471115,0.00001237757,0.000006839671,0.0009021227,0.00000179454,0.000049576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001943266,"threshold_uncertainty_score":0.00650084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440823957205989,"score_gpt":0.2880480543355405,"score_spread":0.2736398147634806,"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."}}