{"id":"W2517894242","doi":"10.3747/pdi.2016.00030","title":"Early Peritonitis in A Large Peritoneal Dialysis Provider System in Colombia","year":2016,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Peritoneal dialysis; Medicine; Peritonitis; Intensive care medicine; Kidney disease; 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":[0.0002639058,0.0002767351,0.000234153,0.0009126302,0.0007262245,0.0007420432,0.0003765763,0.0002680031,0.001390194],"category_scores_gemma":[0.001074847,0.0002143892,0.0001999221,0.0009606416,0.0003527958,0.0003326763,0.0008073009,0.0003481994,0.0000985927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002734244,"about_ca_system_score_gemma":0.001541122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2010763,"about_ca_topic_score_gemma":0.2808369,"domain_scores_codex":[0.9997009,0.00006057469,0.00003448191,0.00006749923,0.00004057026,0.00009609875],"domain_scores_gemma":[0.9988824,0.0001344609,0.000530906,0.00004333642,0.0001377776,0.0002711538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004134949,0.00003884843,0.9970109,0.00004352366,0.00001164983,0.0003150619,0.0005399515,0.00003275531,0.000247571,0.00002595139,0.0001838973,0.001508544],"study_design_scores_gemma":[0.000006881286,0.00004484565,0.9973413,0.00002638123,0.000008983418,0.0004128888,0.001627072,0.0001438719,0.00003686754,0.00001146089,0.0003342046,0.000005227344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989169,0.0001834873,0.00006017029,0.00007660026,0.000003133986,0.00002453712,0.0004160837,0.000003215894,0.0003160856],"genre_scores_gemma":[0.9993737,0.00015849,0.00008651068,0.00003132612,0.00000367449,0.00001117837,0.0002657301,0.000001029807,0.00006830237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2010763,"threshold_uncertainty_score":0.3998119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009120147875918999,"score_gpt":0.2599933276570692,"score_spread":0.2508731797811502,"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."}}