{"id":"W4407148744","doi":"10.2196/65114","title":"Changes in Health Education Literacy After Structured Web-Based Education Versus Self-Directed Online Information Seeking in Patients Undergoing Carpal Tunnel Release Surgery: Nonrandomized, Controlled Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Health literacy; Medicine; Carpal tunnel release; Randomized controlled trial; Medical education; Literacy; Physical therapy; Carpal tunnel syndrome; Surgery; Psychology; Computer science; World Wide Web; Health care; Pedagogy; Political 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":[0.004762967,0.0008772071,0.003098842,0.001154372,0.00102208,0.0008522734,0.0006550386,0.001717766,0.00555922],"category_scores_gemma":[0.008009303,0.0007615598,0.002444185,0.001089416,0.001504228,0.001184674,0.0005956662,0.001474544,0.0005762543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009974554,"about_ca_system_score_gemma":0.002210063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274001,"about_ca_topic_score_gemma":0.002363062,"domain_scores_codex":[0.9958575,0.001726881,0.0007396467,0.0006693471,0.0006207333,0.0003859158],"domain_scores_gemma":[0.9936327,0.002777309,0.00160818,0.0004726642,0.0007461325,0.0007629653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.5989274,0.2939578,0.04742485,0.004944316,0.002622063,0.0001868977,0.002022819,0.0002789892,0.003484071,0.0001234482,0.0005882371,0.04543904],"study_design_scores_gemma":[0.1777751,0.7535118,0.06385886,0.0002088171,0.001748746,0.00004486008,0.0006986464,0.0003384181,0.0009426934,0.00009421186,0.0007259935,0.0000519032],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915046,0.0006843501,0.0001545685,0.00004760104,0.00006605624,0.007032693,0.0001895123,0.00001154916,0.0003090694],"genre_scores_gemma":[0.9794404,0.000743097,0.001283957,0.0002470564,0.0001473469,0.01722543,0.0002423763,0.000004488874,0.0006658224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00555922,"threshold_uncertainty_score":0.02518928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611756386498005,"score_gpt":0.4792444749560011,"score_spread":0.4431269110910211,"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."}}