{"id":"W4385827554","doi":"10.2196/42506","title":"A Beta-Prototype Chatbot for Increasing Health Literacy of Patients With Decompensated Cirrhosis: Usability Study","year":2023,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Health literacy; Digital health; Chatbot; Medicine; Literacy; Health care; Health informatics; Psychology; Nursing; Computer science; Public health; World Wide Web; Human–computer interaction","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003784851,0.0002755368,0.0006975877,0.0003692748,0.001516021,0.00003496135,0.0003121803,0.0001212349,0.0003989925],"category_scores_gemma":[0.0003521673,0.0002000565,0.00009627736,0.0008710915,0.00007427905,0.001020653,0.0001326105,0.0004740311,0.00005389797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003295055,"about_ca_system_score_gemma":0.0004546164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187569,"about_ca_topic_score_gemma":0.0002371171,"domain_scores_codex":[0.9946377,0.00120636,0.002434201,0.0004406456,0.0005045643,0.0007765265],"domain_scores_gemma":[0.9956325,0.0009507783,0.001405606,0.0007006354,0.0009888924,0.0003215609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005363536,0.0006842351,0.9613244,0.001614319,0.0000295423,9.507666e-8,0.03352654,0.000001376497,0.000002208136,0.00007640553,0.0002607182,0.001943833],"study_design_scores_gemma":[0.002657018,0.001500753,0.9886528,0.000258104,0.00001038661,2.434352e-8,0.003604602,0.0001082603,0.000006331987,0.00009449606,0.002924797,0.0001824548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847942,0.000005264341,0.00005475204,0.0001151317,0.000218377,0.01403411,0.0003564401,0.0002886774,0.0001330224],"genre_scores_gemma":[0.9964749,9.079985e-7,0.0002983218,0.0004768443,0.00005225211,0.001743527,0.0008659543,0.00003459311,0.00005270731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02992194,"threshold_uncertainty_score":0.9997839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08858065482237676,"score_gpt":0.4784613274442768,"score_spread":0.3898806726219,"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."}}