{"id":"W2123811851","doi":"10.1093/ndt/gfr289","title":"Choosing peritoneal dialysis reduces the risk of invasive access interventions","year":2011,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; London Health Sciences Centre; HalTech; Health Sciences Centre; University of Toronto; St. Michael's Hospital; Western University; Foothills Medical Centre; University of Manitoba; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; Institute for Clinical Evaluative Sciences; London Health Sciences Centre","keywords":"Medicine; Peritoneal dialysis; Intensive care medicine; Hemodialysis; Psychological intervention; Dialysis; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009531898,0.0001735137,0.0002341655,0.000316385,0.0004553654,0.000691587,0.0002515381,0.0004633307,0.003619807],"category_scores_gemma":[0.01303026,0.0001031017,0.000404774,0.0003766469,0.0003377989,0.0003848994,0.0005517932,0.0006394534,0.0001588015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003529936,"about_ca_system_score_gemma":0.0009217998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002278467,"about_ca_topic_score_gemma":0.003723054,"domain_scores_codex":[0.9987576,0.0004014454,0.0001128339,0.0001365244,0.000408554,0.0001831102],"domain_scores_gemma":[0.9894003,0.004901367,0.004038928,0.0003340568,0.000403897,0.0009214781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004371425,0.0003015359,0.9717055,0.00006756692,0.00008163459,0.0001100188,0.0001473265,0.0001534228,0.0003860469,0.000136016,0.0003050935,0.02616874],"study_design_scores_gemma":[0.00005981282,0.0008034837,0.9945118,0.00008501334,0.0001125664,0.001219086,0.0002835184,0.0006454747,0.0003695225,0.0003838419,0.00151438,0.00001150245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996417,0.0007627857,0.0004536875,0.0003793131,0.00001668593,0.00002223574,0.00007930669,0.00001103885,0.00185797],"genre_scores_gemma":[0.999118,0.0002261763,0.0003865149,0.00007087685,0.00002611485,0.000006140022,0.00005143214,0.000001680123,0.0001130276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003619807,"threshold_uncertainty_score":0.01210952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04025732765269969,"score_gpt":0.2993745553048966,"score_spread":0.2591172276521969,"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."}}