{"id":"W4397025330","doi":"10.1681/asn.20203110s1412c","title":"Home Hemodialysis Patient Loss: A Quality Improvement Initiative to Review Technique Failure in Alberta Kidney Care - South","year":2020,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of Calgary","funders":"","keywords":"Hemodialysis; Medicine; Intensive care medicine; Quality management; Kidney disease; Nephrology; Surgery; Internal medicine; Operations management; Engineering","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":[0.00970376,0.0004701454,0.0007852861,0.004305765,0.001463129,0.002481869,0.002323526,0.0009167595,0.0009587032],"category_scores_gemma":[0.01522465,0.0002747235,0.0008913922,0.008582787,0.0008364039,0.001162383,0.002283553,0.00108859,0.0001181041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02255385,"about_ca_system_score_gemma":0.04729595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5486416,"about_ca_topic_score_gemma":0.6849047,"domain_scores_codex":[0.9935471,0.001314695,0.0009153869,0.0003275491,0.003240584,0.0006545845],"domain_scores_gemma":[0.9669766,0.002677257,0.008895423,0.0004191766,0.01356183,0.00746965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002140297,0.0003292232,0.7601163,0.00495225,0.0004078567,0.0002035845,0.002436739,0.0002907111,0.0001801395,0.0004407412,0.05717732,0.1732511],"study_design_scores_gemma":[0.00005603234,0.0001482596,0.9858106,0.002084507,0.0001641976,0.0001017983,0.002063806,0.0002874115,0.00003302659,0.00005117918,0.009182496,0.00001670741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5698256,0.2925007,0.001624137,0.09799179,0.002450069,0.002777852,0.01405576,0.0003772654,0.0183969],"genre_scores_gemma":[0.8514066,0.113016,0.007277051,0.01185198,0.001264968,0.001703711,0.01078594,0.00005862187,0.002635261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4513584,"threshold_uncertainty_score":0.9080331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03295168321699299,"score_gpt":0.3439989841233471,"score_spread":0.3110473009063541,"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."}}