{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01118334,0.001485194,0.001500107,0.0008881619,0.001387608,0.001193287,0.0008371542,0.001727141,0.003864329],"category_scores_gemma":[0.00955725,0.0009662919,0.001826396,0.0006871141,0.001521242,0.001859514,0.001448162,0.001870161,0.0009759245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007790567,"about_ca_system_score_gemma":0.001724047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385681,"about_ca_topic_score_gemma":0.001824116,"domain_scores_codex":[0.9919893,0.004814013,0.0005914547,0.0006172858,0.00113951,0.000848401],"domain_scores_gemma":[0.9920074,0.002979733,0.001595474,0.0008534344,0.001013621,0.001550396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.195722,0.5703678,0.1709189,0.001013804,0.001077633,0.0001851376,0.00351283,0.0008333789,0.006093768,0.0001488791,0.0006344307,0.04949148],"study_design_scores_gemma":[0.03397291,0.7694575,0.1916103,0.00006380693,0.0004283767,0.000078119,0.001004306,0.0009900627,0.001420623,0.00009820301,0.0008081566,0.00006753251],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934324,0.00004931122,0.0003744218,0.00002536618,0.00001266891,0.00552533,0.000166612,0.00001279083,0.0004010194],"genre_scores_gemma":[0.9791323,0.0001070487,0.002767322,0.0001622386,0.00007891135,0.0165913,0.0003760791,0.000009873419,0.0007748905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118334,"threshold_uncertainty_score":0.05914384,"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."}}