{"id":"W1975977743","doi":"10.5489/cuaj.12270","title":"The PD catheter dilemma","year":2012,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Neurological Complications and Syndromes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Medicine; Catheter; Peritoneal dialysis; Surgery; Perioperative; Dialysis catheter; Peritonitis; Dialysis; Transplantation; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007956345,0.00008474242,0.0001372064,0.00005392164,0.000665863,0.00009355316,0.0001262123,0.0001340493,0.0005582963],"category_scores_gemma":[0.0009018088,0.00004586886,0.000130713,0.0001332437,0.00003887193,0.00007694383,0.00001408826,0.000542466,0.000299645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003306715,"about_ca_system_score_gemma":0.0001130087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001436189,"about_ca_topic_score_gemma":0.0000724908,"domain_scores_codex":[0.9987331,0.0001462143,0.0002253872,0.00008896651,0.0002301189,0.0005762111],"domain_scores_gemma":[0.9984832,0.0002866623,0.0001222109,0.0001307114,0.0001572794,0.0008199231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001391325,0.000053388,0.9668311,5.607453e-7,0.00004068757,0.0000143863,0.00003067297,0.000001076253,0.00003898918,0.003185463,0.02674017,0.003049578],"study_design_scores_gemma":[0.0001114251,0.0001052289,0.5444638,6.019209e-7,0.00001823296,0.0003851218,0.000006962068,0.00001064863,0.000002588674,0.0006302458,0.4542302,0.00003498944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8948984,0.0004615672,0.0000378831,0.09520937,0.0004175838,0.000133213,0.000006948295,0.0000257177,0.008809366],"genre_scores_gemma":[0.9890838,0.00005859516,0.00007599359,0.008838633,0.0005825973,0.0000101111,0.000003790766,0.000006527955,0.001339959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.42749,"threshold_uncertainty_score":0.6112953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267421107351848,"score_gpt":0.2445321223227901,"score_spread":0.2218579112492717,"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."}}