{"id":"W4380448162","doi":"10.1093/ndt/gfad063b_3281","title":"#3281 SAFETY AND EFFICACY OF VIRTUAL OUTPATIENT NEPHROLOGY CONSULTATION IN THE NORTHERN ALBERTA RENAL PROGRAM","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Nephrology; Kidney disease; Referral; Telehealth; Telemedicine; Dialysis; Peritoneal dialysis; Ambulatory care; Pandemic; Health care; Family medicine; Medical emergency; Emergency medicine; Intensive care medicine; Internal medicine; Coronavirus disease 2019 (COVID-19); Disease","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00766967,0.0002166448,0.0004127277,0.000509516,0.002146931,0.001496462,0.001183918,0.0004405061,0.002884187],"category_scores_gemma":[0.04014891,0.0001700628,0.0004530991,0.0009911833,0.0009585443,0.0005004513,0.001370023,0.0009008183,0.0002116219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01279689,"about_ca_system_score_gemma":0.02880128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5331445,"about_ca_topic_score_gemma":0.6419104,"domain_scores_codex":[0.9916094,0.004178996,0.0003837684,0.0005919365,0.002337476,0.0008983352],"domain_scores_gemma":[0.9568709,0.01451968,0.01098033,0.001826232,0.007839293,0.007963511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01355453,0.004899743,0.7766981,0.001140976,0.000412765,0.0002726408,0.004587864,0.002047355,0.0006498276,0.0004735751,0.0113558,0.1839068],"study_design_scores_gemma":[0.0008670096,0.009055606,0.9766202,0.0004560609,0.0002286364,0.0001080449,0.003779176,0.003395702,0.0006418708,0.0001904288,0.00459906,0.00005829373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900845,0.0005551514,0.0003039135,0.001293105,0.00006288247,0.0007043655,0.001301774,0.00005234842,0.00564199],"genre_scores_gemma":[0.9976135,0.0001676156,0.0005160836,0.0004139881,0.0000362315,0.0002249636,0.0004197012,0.00000583917,0.0006019506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4668555,"threshold_uncertainty_score":0.9392099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01650406485671608,"score_gpt":0.3053906220470763,"score_spread":0.2888865571903603,"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."}}