{"id":"W4415076616","doi":"10.2196/77973","title":"Implementation and Evaluation of a Virtual Transitional Care Intervention Using Automated Text Messaging and Virtual Visits After Emergency Department Discharges: Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Retrospective cohort study; Intervention (counseling); Text messaging; Short Message Service; Transitional care; mHealth; Telemedicine; Telehealth","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":[0.007121297,0.0007421817,0.0007578149,0.001021369,0.001347697,0.001297294,0.001226019,0.001048566,0.001219937],"category_scores_gemma":[0.0130494,0.000898577,0.001806053,0.001081251,0.0007232874,0.00117761,0.001676343,0.001393182,0.0004422022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002150611,"about_ca_system_score_gemma":0.004658348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01495561,"about_ca_topic_score_gemma":0.01374487,"domain_scores_codex":[0.9954657,0.001928771,0.0006136073,0.0006714492,0.0006368618,0.0006835708],"domain_scores_gemma":[0.9908339,0.001698587,0.003345849,0.001065193,0.001659871,0.001396478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00294371,0.004706926,0.9824055,0.0001476031,0.0004018802,0.0002182727,0.001253448,0.0001203529,0.0002341472,0.00005138722,0.0004599945,0.007056817],"study_design_scores_gemma":[0.001355687,0.02855103,0.9630209,0.0001720277,0.0004454118,0.0003202659,0.003710988,0.0007890826,0.0002983878,0.00006901853,0.001209393,0.00005783491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978387,0.0001120455,0.000288032,0.00003540525,0.00001794042,0.0009983636,0.0004648929,0.000005989343,0.0002385814],"genre_scores_gemma":[0.9958646,0.0001911116,0.0009805054,0.0001638901,0.00003189653,0.001881905,0.0006706711,0.000007786396,0.0002074689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01495561,"threshold_uncertainty_score":0.03766143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123309781145031,"score_gpt":0.4404369156318126,"score_spread":0.4092038178203623,"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."}}