{"id":"W4293247029","doi":"10.1016/j.xkme.2022.100540","title":"Patient Navigators for CKD and Kidney Failure: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Kidney Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Manitoba; Orthopaedic Innovation Centre","funders":"Kidney Foundation of Canada","keywords":"Kidney disease; Medicine; Intensive care medicine; Systematic review; Chronic kidney failure; Disease; MEDLINE; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01501751,0.001836756,0.009586063,0.01050541,0.0008527884,0.003666754,0.002464922,0.002958693,0.004655642],"category_scores_gemma":[0.05111754,0.001292968,0.008663953,0.01204823,0.001308687,0.004011737,0.001799693,0.001570412,0.0003259786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00496313,"about_ca_system_score_gemma":0.01585608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007300904,"about_ca_topic_score_gemma":0.01994424,"domain_scores_codex":[0.9865528,0.005628291,0.00425259,0.0009389627,0.002239649,0.0003876041],"domain_scores_gemma":[0.9601803,0.02871826,0.00773026,0.000478653,0.002447615,0.000444897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001636593,0.0000148577,0.0007518784,0.975435,0.009356639,0.0000723933,0.0001346923,0.00008842592,0.00007464666,0.0001930983,0.0008714787,0.01284338],"study_design_scores_gemma":[0.0003432489,0.0002313811,0.003023904,0.9144859,0.07193271,0.0002712244,0.0002394542,0.0001240758,0.0001095425,0.0003684822,0.008832852,0.00003722067],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001470781,0.9955781,0.0002680588,0.00051421,0.000125767,0.001286797,0.0004621807,0.00001386373,0.0002804467],"genre_scores_gemma":[0.02976638,0.9626671,0.002009172,0.001142348,0.000149328,0.003692485,0.0003590299,0.000007654206,0.0002065277],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01501751,"threshold_uncertainty_score":0.0794211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03541813437359655,"score_gpt":0.348712543487241,"score_spread":0.3132944091136445,"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."}}