{"id":"W2893176681","doi":"10.1038/s41598-018-33196-2","title":"A Clinical Risk Prediction Tool for Peritonitis-Associated Treatment Failure in Peritoneal Dialysis Patients","year":2018,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Ottawa Hospital; University of Ottawa","funders":"Health Systems Research Institute","keywords":"Medicine; Peritonitis; Peritoneal dialysis; Internal medicine; Retrospective cohort study; Cohort; Hemodialysis; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002520361,0.0006395704,0.0005653538,0.002998997,0.0003273792,0.001282528,0.0004460944,0.0004916363,0.001354282],"category_scores_gemma":[0.008791657,0.0002074222,0.0008517299,0.00175933,0.0002221055,0.0007084838,0.0007533841,0.0006773918,0.0002998269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003688035,"about_ca_system_score_gemma":0.0005787492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001796096,"about_ca_topic_score_gemma":0.001443906,"domain_scores_codex":[0.9985418,0.0007228605,0.0002314158,0.0001309993,0.0002779473,0.00009500323],"domain_scores_gemma":[0.9938397,0.002392713,0.002282665,0.0001998568,0.0007820657,0.0005030473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001384713,0.00005552939,0.9933733,0.00002301621,0.00005634326,0.00004632867,0.00003521287,0.0006018138,0.00007830787,0.00003217932,0.0002764738,0.005283159],"study_design_scores_gemma":[0.00006332022,0.0004025386,0.9599415,0.00008156284,0.0001405683,0.0005297087,0.0003059585,0.03715147,0.000437886,0.0003303522,0.0005820087,0.00003319684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943475,0.0003218154,0.003032179,0.0001904434,0.00002999659,0.00008023555,0.001122851,0.00004650715,0.0008284478],"genre_scores_gemma":[0.9975043,0.00005081263,0.001765405,0.00002025482,0.0000158508,0.00003840011,0.0005138152,0.00000189961,0.00008927543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002998997,"threshold_uncertainty_score":0.01332915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657348882808727,"score_gpt":0.2982922566877347,"score_spread":0.2817187678596474,"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."}}