{"id":"W4407717866","doi":"10.3389/fpubh.2025.1523723","title":"Health literacy and chronic disease: a comparison of somatic and mental illness","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Health, British Columbia; Deutsche Forschungsgemeinschaft; Universität Bielefeld; Robert Bosch Stiftung","keywords":"Disease; Mental illness; Health literacy; Somatic cell; Medicine; Mental health; Literacy; Chronic disease; Psychiatry; Psychology; Health care; Family medicine; Biology; Internal medicine; Genetics; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001405004,0.0001374775,0.0002606242,0.003122725,0.0002448532,0.000655841,0.0001836164,0.0004386837,0.002983906],"category_scores_gemma":[0.00663506,0.0001048518,0.0004982449,0.001619213,0.0005202368,0.0007482989,0.001351294,0.0003457068,0.0001439405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003632632,"about_ca_system_score_gemma":0.0003221572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002302717,"about_ca_topic_score_gemma":0.00264698,"domain_scores_codex":[0.9991824,0.0003010159,0.00009178679,0.00008030308,0.0001744234,0.0001700543],"domain_scores_gemma":[0.9968854,0.001382019,0.001068073,0.00004833889,0.00015886,0.0004572941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000113326,0.00005551832,0.9953845,0.00005408663,0.0000474617,0.00004360443,0.0005063365,0.00002955472,0.00009001489,0.00005985685,0.00004290716,0.003572768],"study_design_scores_gemma":[0.000003935864,0.0001095365,0.9989022,0.00001698908,0.00001057952,0.00007655576,0.0006919958,0.00006623851,0.00001466085,0.00003347824,0.0000719852,0.000001803182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985297,0.0004119828,0.00005247868,0.00008465314,0.000003984287,0.00001457827,0.0001211085,0.000001246097,0.0007803401],"genre_scores_gemma":[0.9996846,0.0001031357,0.00003722624,0.00001520984,0.00000603645,0.000009896857,0.00009286757,3.55242e-7,0.00005067081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003122725,"threshold_uncertainty_score":0.009982109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03527741465892154,"score_gpt":0.4543399555447669,"score_spread":0.4190625408858453,"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."}}