{"id":"W2036771738","doi":"10.3747/pdi.2012.00067","title":"Peritoneal Dialysis Catheters with Back Exit Sites","year":2013,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"Fresenius Medical Care North America; Kaiser Permanente","keywords":"Peritoneal dialysis; Medicine; Exit site; Dialysis; Intensive care medicine; Surgery","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":["insufficient_payload"],"category_scores_codex":[0.0003796284,0.0004870381,0.0007955402,0.0007130479,0.0008561524,0.0001828861,0.0007788008,0.0002854767,0.03105942],"category_scores_gemma":[0.0001241936,0.0003921875,0.0005937658,0.0007918465,0.0002126729,0.0006013225,0.0002624617,0.000662662,0.006747359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004189703,"about_ca_system_score_gemma":0.0001725155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003938562,"about_ca_topic_score_gemma":0.001182419,"domain_scores_codex":[0.9958107,0.0003317037,0.0009812171,0.0008469209,0.0009955908,0.001033802],"domain_scores_gemma":[0.9974496,0.0003262758,0.0004383744,0.0006691769,0.0006725123,0.000444014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007746296,0.001994985,0.8107917,0.0002483234,0.004991715,0.00006769665,0.02968317,0.0007007394,0.02840247,0.002080783,0.09914854,0.02111526],"study_design_scores_gemma":[0.01248434,0.001221438,0.4805699,0.0006578855,0.003126756,0.00007637496,0.0245829,0.03881231,0.003546173,0.002766706,0.426374,0.005781296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476336,0.00009944978,0.000719839,0.00730091,0.001116369,0.000902817,0.0001663243,0.0001820526,0.0418786],"genre_scores_gemma":[0.984409,0.0002787075,0.002387947,0.001944351,0.001882689,0.0006620389,0.0007275239,0.00009269127,0.007614993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3302218,"threshold_uncertainty_score":0.999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220542286655909,"score_gpt":0.3275346919657913,"score_spread":0.2953292690992322,"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."}}