{"id":"W4389948948","doi":"10.2196/47080","title":"Patient Portal Use and Risk of Readmissions in Decompensated Cirrhosis: Retrospective Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Medicine; Patient portal; Cirrhosis; Hepatic encephalopathy; Liver disease; Ascites; Population; Health care; Alcoholic liver disease; Internal medicine; Emergency medicine","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":[0.001093131,0.000250413,0.0004686956,0.00111977,0.000416038,0.0006531193,0.0004166245,0.0004204065,0.0015559],"category_scores_gemma":[0.003030825,0.000398843,0.0007024106,0.001754125,0.0003118448,0.000694414,0.0006350614,0.0006340665,0.0002135713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003593045,"about_ca_system_score_gemma":0.0004063342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003621269,"about_ca_topic_score_gemma":0.003758789,"domain_scores_codex":[0.99893,0.0002820239,0.0002123435,0.0002191157,0.0002176443,0.0001388078],"domain_scores_gemma":[0.9959991,0.0006714631,0.002322387,0.000304547,0.000294391,0.0004082176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006637738,0.00001908306,0.9995321,0.000009833521,0.00003699146,0.00002186797,0.00002055327,0.0000116253,0.00001846052,0.000004432374,0.00002995272,0.0002288953],"study_design_scores_gemma":[0.00001015578,0.0001668785,0.9988886,0.00001363058,0.00005726852,0.0003073678,0.0001976596,0.0001896333,0.00003626695,0.00001139089,0.0001162064,0.000004900522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998806,0.0003661144,0.00009161974,0.00001941565,0.000004332379,0.00001732454,0.0004437203,0.000003883771,0.0002477048],"genre_scores_gemma":[0.9994912,0.0001127542,0.00004320318,0.00001593287,0.000008134469,0.00001271727,0.0002702579,0.000001651041,0.00004407567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003621269,"threshold_uncertainty_score":0.00720042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1507392471434319,"score_gpt":0.5309124337578329,"score_spread":0.380173186614401,"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."}}