{"id":"W2952713539","doi":"10.2196/14022","title":"A Pragmatic Cluster Randomized Trial of an Electronic Clinical Decision Support System to Improve Chronic Kidney Disease Management in Primary Care: Design, Rationale, and Implementation Experience","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Kidney disease; Decision support system; Primary care; Medicine; Cluster (spacecraft); Randomized controlled trial; Research design; Knowledge management; Computer science; Nursing; Process management; Family medicine; Data mining; Engineering; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02602951,0.003433927,0.006281836,0.001235294,0.001616689,0.002482804,0.002194832,0.004880026,0.01024362],"category_scores_gemma":[0.03753506,0.00163961,0.004457797,0.001202266,0.003708072,0.003607884,0.002709446,0.003338417,0.001184707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003678275,"about_ca_system_score_gemma":0.006130447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002338636,"about_ca_topic_score_gemma":0.002113104,"domain_scores_codex":[0.9560063,0.03535159,0.002528774,0.002798328,0.001652491,0.001662567],"domain_scores_gemma":[0.9754543,0.01304683,0.003841812,0.002628445,0.002205398,0.002823339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.965212,0.01972368,0.0005813139,0.0008739539,0.001488896,0.00003305623,0.0001344911,0.0006581695,0.0002392746,0.0005755277,0.0005210027,0.009958604],"study_design_scores_gemma":[0.9169072,0.08004887,0.0005509326,0.00007485432,0.0004582822,0.00001023753,0.00004453086,0.0008556292,0.00009569578,0.000578962,0.0003556976,0.0000190199],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.739723,0.002547822,0.009982769,0.00229332,0.003262673,0.2360755,0.001354649,0.0003850918,0.004375125],"genre_scores_gemma":[0.7370747,0.0006976995,0.02682635,0.002118382,0.001218964,0.2293612,0.0005858528,0.00004251686,0.002074388],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02602951,"threshold_uncertainty_score":0.1376588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194848104102612,"score_gpt":0.6024934672254583,"score_spread":0.483008656815197,"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."}}