{"id":"W3009730371","doi":"10.1007/s40620-020-00716-1","title":"Changes in serum albumin concentrations during transition to dialysis and subsequent risk of peritonitis after peritoneal dialysis initiation: a retrospective cohort study","year":2020,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Ottawa Hospital; University of Ottawa","funders":"Chiang Mai University","keywords":"Medicine; Peritoneal dialysis; Retrospective cohort study; Peritonitis; Nephrology; Dialysis; Albumin; Internal medicine; Cohort; Urology; 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":[0.0003208645,0.0001235661,0.0006748136,0.0003131577,0.00004417524,0.00001820679,0.00005106597,0.00005420353,0.0001875895],"category_scores_gemma":[0.00009293298,0.0001049074,0.0001525026,0.0004308464,0.00006294152,0.00008867585,0.00003147999,0.0001760693,0.000001409534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060015,"about_ca_system_score_gemma":0.00004477311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007375798,"about_ca_topic_score_gemma":0.0008287157,"domain_scores_codex":[0.9985413,0.0002484053,0.0005272593,0.0002044393,0.000322973,0.0001556296],"domain_scores_gemma":[0.9991851,0.00003390677,0.0002683173,0.0001012923,0.0002142551,0.000197064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001634054,0.0004912692,0.974034,0.00005526291,0.001146955,0.0005523571,0.01384152,0.0002478275,0.007613035,0.000008418572,0.00002903805,0.0003462587],"study_design_scores_gemma":[0.002086141,0.001573439,0.9912917,0.00003487606,0.002050407,0.00002551943,0.00197613,0.0002242748,0.0005650725,0.000010199,0.00008082455,0.00008140605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988415,0.0001647512,0.0001210259,0.01064758,0.00004899878,0.0005127012,0.0000413856,0.000004881438,0.00004368013],"genre_scores_gemma":[0.9979453,0.0004887418,0.0001158762,0.001064269,0.0003229344,0.00004210327,0.000006094295,0.00001001583,0.000004668877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01725771,"threshold_uncertainty_score":0.4278001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012086309946221,"score_gpt":0.2478084611329321,"score_spread":0.2376875980334699,"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."}}