{"id":"W4406407017","doi":"10.2196/63449","title":"eHealth Literacy and Cyberchondria Severity Among Undergraduate Students: Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science and Technology Council","keywords":"Preprint; eHealth; Literacy; Psychology; Health literacy; Computer science; Medicine; World Wide Web; Pedagogy; Political science; Health care","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":[0.003485244,0.0005396967,0.0009822686,0.001571422,0.001212357,0.00130581,0.0006126366,0.0009106728,0.002812816],"category_scores_gemma":[0.003599149,0.0007017617,0.0009566288,0.001402317,0.000583296,0.001035194,0.001049341,0.000707436,0.0005759199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007057485,"about_ca_system_score_gemma":0.0009288932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0023034,"about_ca_topic_score_gemma":0.005003829,"domain_scores_codex":[0.997959,0.0008149209,0.0002439334,0.0002548581,0.0004363312,0.0002909403],"domain_scores_gemma":[0.9979601,0.0006482183,0.0004751139,0.0001882842,0.0003633185,0.0003649152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005623072,0.006499948,0.9720095,0.0001774903,0.0001899001,0.0002204527,0.006943859,0.00003089014,0.0009680425,0.00006860032,0.0001914693,0.01213756],"study_design_scores_gemma":[0.0002332047,0.008259169,0.9740641,0.0001149828,0.0002303885,0.0004151761,0.01443873,0.0004929929,0.000542435,0.000103456,0.001075205,0.00003008154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989192,0.000110471,0.0001907219,0.00001863629,0.000003895352,0.0004022499,0.00009345715,0.000003028973,0.0002582816],"genre_scores_gemma":[0.9973567,0.0002074489,0.000709604,0.0001592499,0.00001950417,0.000909442,0.0001573253,0.000002759281,0.0004780043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003485244,"threshold_uncertainty_score":0.01843196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04290332292373317,"score_gpt":0.5204928132642266,"score_spread":0.4775894903404934,"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."}}