{"id":"W4413189151","doi":"10.2196/64471","title":"mHealth Use, Preferences, Barriers, and eHealth Literacy Among Patients With Inflammatory Bowel Disease: Survey Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Inflammatory bowel disease; eHealth; Medicine; Health literacy; Disease; Family medicine; Environmental health; Health care; Internal medicine; World Wide Web; Computer science","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":[0.001463634,0.0002307953,0.0003402973,0.0009911861,0.0004132271,0.000647684,0.0002648768,0.000642805,0.001899185],"category_scores_gemma":[0.003276175,0.0003576163,0.0005968824,0.001656231,0.0002762032,0.0009871126,0.0007495536,0.0006308721,0.0006393425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005973766,"about_ca_system_score_gemma":0.0006500909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005719678,"about_ca_topic_score_gemma":0.007307716,"domain_scores_codex":[0.9989709,0.0003426892,0.0002126298,0.0001366932,0.0001534888,0.0001836039],"domain_scores_gemma":[0.9976178,0.0004837074,0.0009719072,0.0001200855,0.0003386376,0.0004679047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009556781,0.0002742463,0.9952723,0.00008928209,0.00004867631,0.00007272226,0.0009353177,0.00003197298,0.0001622963,0.00001437497,0.0003688554,0.002634372],"study_design_scores_gemma":[0.00002929845,0.0004668458,0.9965165,0.00002982091,0.00003002818,0.0001843288,0.001796736,0.0001522719,0.00006747971,0.00001118205,0.0007064704,0.000009049873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978971,0.0001241147,0.00008753942,0.00006885584,0.000002434985,0.000106243,0.001311414,0.000003772094,0.0003984876],"genre_scores_gemma":[0.9974707,0.0002170484,0.0002960098,0.0002312946,0.00001016825,0.0002486726,0.001232098,0.000002583043,0.0002913334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005719678,"threshold_uncertainty_score":0.0113728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03760783852966046,"score_gpt":0.4033371143712073,"score_spread":0.3657292758415468,"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."}}