{"id":"W2981048938","doi":"10.1177/2054358119882664","title":"Optimization of Dialysis Modality Transitions for Improved Patient Care","year":2019,"lang":"en","type":"review","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; University Health Network","funders":"","keywords":"Medicine; Dialysis; Modalities; Peritoneal dialysis; Intensive care medicine; Modality (human–computer interaction); Quality of life (healthcare); Home dialysis; Home hemodialysis; Observational study; Kidney disease; Hemodialysis; Nursing; Surgery; Internal medicine; Computer science","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":[0.005569304,0.0006793271,0.001867377,0.002259356,0.0005156027,0.003501613,0.001630543,0.001660731,0.006769466],"category_scores_gemma":[0.04046232,0.000304712,0.002689414,0.002312347,0.0005445781,0.0026128,0.001230713,0.001723367,0.0008595011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002108692,"about_ca_system_score_gemma":0.008283192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002410678,"about_ca_topic_score_gemma":0.004943049,"domain_scores_codex":[0.9941558,0.002430653,0.001582349,0.0004749468,0.001104809,0.0002514001],"domain_scores_gemma":[0.9791929,0.01470688,0.003677413,0.0002797759,0.001865858,0.0002771062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002322158,0.00007080494,0.002096946,0.4781623,0.001891552,0.0001974997,0.0004692739,0.0008834763,0.0003027698,0.007688997,0.02753309,0.4804712],"study_design_scores_gemma":[0.0001206097,0.0001709947,0.005442349,0.7136934,0.005701717,0.00098273,0.000856029,0.0003461613,0.0004544736,0.004443225,0.2677372,0.00005105981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005139594,0.9951187,0.0003581397,0.001927834,0.0004003245,0.00008329542,0.000155033,0.00001195895,0.001430808],"genre_scores_gemma":[0.01336924,0.9830085,0.00120824,0.001493762,0.0004179234,0.0001618239,0.0001302376,0.000009165105,0.0002011217],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006769466,"threshold_uncertainty_score":0.02945369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03128210652803417,"score_gpt":0.3174508076568934,"score_spread":0.2861687011288593,"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."}}