{"id":"W4390246133","doi":"10.2196/52576","title":"User Engagement, Acceptability, and Clinical Markers in a Digital Health Program for Nonalcoholic Fatty Liver Disease: Prospective, Single-Arm Feasibility Study","year":2023,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hjartavernd","keywords":"Nonalcoholic fatty liver disease; Nonalcoholic steatohepatitis; Medicine; Disease; Prospective cohort study; Internal medicine; Physical therapy; Fatty liver","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":[],"consensus_categories":[],"category_scores_codex":[0.0009491176,0.0002522609,0.0006545054,0.0001133273,0.0001178603,0.0001113644,0.00008455819,0.00005688142,0.00002916864],"category_scores_gemma":[0.0003330282,0.0002079721,0.0004419988,0.0003680742,0.0001388872,0.0001877717,0.0002059605,0.000191035,0.00001835929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004512535,"about_ca_system_score_gemma":0.0002658193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006309662,"about_ca_topic_score_gemma":0.00009875772,"domain_scores_codex":[0.9975711,0.0002012837,0.000502768,0.000885192,0.0003872743,0.0004524013],"domain_scores_gemma":[0.9983576,0.0003541416,0.00008868332,0.0005408921,0.0001158863,0.0005427843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001211957,0.02178212,0.9241791,0.0003321646,0.0005074725,0.0001210591,0.0003820741,8.269631e-7,1.475217e-7,0.00001010041,0.001099858,0.05037311],"study_design_scores_gemma":[0.007602103,0.004058118,0.9857839,0.00006651364,0.0002695006,0.000001797002,0.0006025033,0.00005583122,8.844743e-7,0.00006803835,0.001321429,0.0001693209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979865,0.0003057779,0.000003541498,0.0004539299,0.000106902,0.0184864,0.0003108769,0.0002198384,0.0002477104],"genre_scores_gemma":[0.9942842,0.00009717718,0.0001144139,0.0001304002,0.0001407089,0.004932981,0.000179338,0.00003561251,0.00008522758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06160486,"threshold_uncertainty_score":0.8480856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08822483152752177,"score_gpt":0.419173153265853,"score_spread":0.3309483217383312,"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."}}