{"id":"W4396992394","doi":"10.1681/asn.20213210s1325a","title":"Reducing Routine Bloodwork in Home Dialysis Patients: A Quality Improvement Initiative","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Dialysis; Intensive care medicine; Quality management; Internal medicine; Engineering; Operations management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007432273,0.0001013038,0.000431548,0.00007936412,0.0000835848,0.00003524465,0.0002405459,0.00003649629,0.00010225],"category_scores_gemma":[0.0002419747,0.0000748477,0.0003762599,0.0009872975,0.0001997672,0.0004771623,0.0001445076,0.0003034378,0.000002298105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003566934,"about_ca_system_score_gemma":0.00007425767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004595465,"about_ca_topic_score_gemma":0.00007809791,"domain_scores_codex":[0.9985961,0.0001168637,0.000674375,0.000131384,0.0003232955,0.0001579207],"domain_scores_gemma":[0.9967827,0.0002226788,0.002246369,0.0001711263,0.0005657666,0.00001132404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009903529,0.005424337,0.8182383,0.0002728793,0.002389342,0.00001540702,0.004717721,0.0006880183,0.05502184,0.001947195,0.02015394,0.09014068],"study_design_scores_gemma":[0.003334543,0.0001191683,0.9670509,0.00005233922,0.0003145175,0.000004852162,0.005745348,0.0001888248,0.0006815931,0.001485579,0.02086021,0.0001621195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787343,0.00005540521,0.0001166126,0.02050002,0.0001756685,0.00006673051,0.000002321184,0.000004899182,0.0003440268],"genre_scores_gemma":[0.9697711,0.0001434435,0.0008871459,0.02886479,0.0003038484,0.000001990411,0.000002337773,0.000008314024,0.00001703591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1488126,"threshold_uncertainty_score":0.30522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137145924386527,"score_gpt":0.273578972412274,"score_spread":0.2522075131684087,"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."}}