{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01495934,0.0004276537,0.0005399961,0.001300291,0.001049067,0.002538371,0.001731119,0.0009138515,0.00195353],"category_scores_gemma":[0.02160179,0.0002166868,0.0009581001,0.002295433,0.0009550024,0.001161724,0.002798213,0.001917454,0.0001721462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00488249,"about_ca_system_score_gemma":0.01572506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02216609,"about_ca_topic_score_gemma":0.0250001,"domain_scores_codex":[0.9926206,0.002725659,0.0007319798,0.000382067,0.002688124,0.0008515742],"domain_scores_gemma":[0.9658191,0.004452779,0.01028188,0.00092184,0.005176444,0.01334797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005484882,0.004223151,0.6062524,0.00145624,0.0005448929,0.00008814973,0.0009505593,0.0007887732,0.0003898034,0.000679301,0.02829193,0.3557862],"study_design_scores_gemma":[0.0004919317,0.001920295,0.9851404,0.0009230794,0.000214644,0.00007517802,0.001077813,0.0009927016,0.0001965383,0.0003401018,0.008600002,0.00002721646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8073557,0.02041598,0.005194794,0.1414142,0.001336169,0.001745378,0.003674075,0.0006580172,0.01820571],"genre_scores_gemma":[0.9599974,0.008628097,0.01489959,0.01148629,0.0009015257,0.0006108859,0.002539302,0.00003312401,0.0009037018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02216609,"threshold_uncertainty_score":0.07911348,"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."}}