{"id":"W4389121351","doi":"10.2196/49986","title":"A Nationwide Chronic Disease Management Solution via Clinical Decision Support Services: Software Development and Real-Life Implementation Report","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workflow; Integrated care; Interoperability; Health care; Clinical decision support system; Process management; Medicine; Disease management; Scalability; Decision support system; Computer science; Knowledge management; Health management system; Business; World Wide Web","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":[0.006361879,0.0007536322,0.0003059116,0.0009095268,0.0005018146,0.001620788,0.001270036,0.0007696878,0.004154277],"category_scores_gemma":[0.01072119,0.0004383509,0.0007138287,0.0006957113,0.0004354373,0.001043415,0.001808261,0.001068569,0.001752063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029895,"about_ca_system_score_gemma":0.003542317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005056133,"about_ca_topic_score_gemma":0.002978084,"domain_scores_codex":[0.9979241,0.0006374597,0.0001938011,0.0002512209,0.0007477095,0.0002457325],"domain_scores_gemma":[0.9959044,0.001614565,0.0002157652,0.0004096615,0.00134436,0.0005112491],"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":[0.001881156,0.007757336,0.03825347,0.001404401,0.0002778339,0.002195516,0.004233965,0.03709634,0.03556304,0.007354493,0.08764487,0.7763377],"study_design_scores_gemma":[0.004689736,0.01080402,0.09564953,0.0009788208,0.0005876799,0.002321977,0.004601178,0.5202926,0.07739877,0.006883749,0.2753438,0.0004481753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"software","genre_scores_codex":[0.7530663,0.0007568086,0.1768136,0.003010283,0.0004447557,0.005799432,0.006590201,0.03368728,0.0198314],"genre_scores_gemma":[0.5616888,0.001136422,0.3969855,0.0005867736,0.00007262251,0.004092051,0.02250504,0.001877795,0.01105484],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.006361879,"threshold_uncertainty_score":0.03364521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04159972254431959,"score_gpt":0.4114215775153596,"score_spread":0.36982185497104,"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."}}