{"id":"W4412487702","doi":"10.1001/jamanetworkopen.2025.21785","title":"Electronic Health Record Interventions to Reduce Risk of Hospital Readmissions","year":2025,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Libin Cardiovascular Institute of Alberta; University of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Psychological intervention; MEDLINE; Randomized controlled trial; Data extraction; CINAHL; Cochrane Library; Population; Checklist; Emergency medicine; Family medicine; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001329804,0.0003697097,0.002358347,0.0002242615,0.0001566551,0.00006991382,0.0005380727,0.0001956318,0.0004427284],"category_scores_gemma":[0.0003103995,0.0002810598,0.0009167699,0.001002199,0.00001945136,0.00007458923,0.0007947042,0.0006018559,0.0001414799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005035381,"about_ca_system_score_gemma":0.001839032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006052997,"about_ca_topic_score_gemma":0.0002847789,"domain_scores_codex":[0.9970382,0.0005123013,0.001083198,0.0005574421,0.0001895876,0.0006192295],"domain_scores_gemma":[0.9977982,0.0002212387,0.0006130855,0.0009243614,0.00008102824,0.0003620798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002699236,0.0002262238,0.0000367189,0.008862861,0.0005749872,0.000005741275,0.00002347756,8.263139e-7,1.419737e-9,0.0005150826,0.3872621,0.602465],"study_design_scores_gemma":[0.0004670205,0.001529187,0.00008494977,0.1305835,0.002139954,0.000002917674,0.00001916919,8.885584e-7,4.278405e-8,0.0001049732,0.8649011,0.0001663071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003879288,0.9718352,0.0002457905,0.01163373,0.0005419959,0.008364831,0.00005702043,0.00005082443,0.007266738],"genre_scores_gemma":[0.000009411406,0.9492748,0.006464111,0.000298997,0.0004251713,0.0008176545,0.00045035,0.00004393808,0.0422156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6022987,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04905322365120789,"score_gpt":0.4107708201010001,"score_spread":0.3617175964497922,"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."}}