{"id":"W4224218697","doi":"10.2196/34142","title":"The Impact of Health Literacy–Sensitive Design and Heart Age in a Cardiovascular Disease Prevention Decision Aid: Randomized Controlled Trial and End-User Testing","year":2022,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health literacy; Literacy; Medicine; Randomized controlled trial; Gerontology; Psychology; Health care; Surgery","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":[0.01923967,0.00254573,0.003581315,0.001296617,0.001024925,0.001724067,0.001858304,0.004922235,0.006895153],"category_scores_gemma":[0.02561568,0.001227257,0.003815257,0.0009910252,0.00284891,0.002643299,0.001648834,0.003315516,0.0007750582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173011,"about_ca_system_score_gemma":0.002468471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153912,"about_ca_topic_score_gemma":0.00132369,"domain_scores_codex":[0.9745014,0.0191474,0.002103732,0.001586191,0.001406335,0.001255024],"domain_scores_gemma":[0.9775534,0.01308761,0.004125489,0.00197685,0.001450605,0.001805963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9493299,0.03695421,0.001517128,0.000731805,0.0009892506,0.00002666721,0.000264487,0.0004000057,0.0006496391,0.0002410668,0.0002739648,0.008621961],"study_design_scores_gemma":[0.7893016,0.2039422,0.003150264,0.00007249409,0.0008689763,0.0000118787,0.00006433501,0.001112161,0.0006079664,0.0003191312,0.0005209164,0.00002803112],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9184833,0.0008436682,0.003061346,0.0004377644,0.00069573,0.07362315,0.0006476715,0.0002033103,0.002004055],"genre_scores_gemma":[0.8509061,0.0004174393,0.01538635,0.0008490614,0.0005125785,0.1294735,0.0004125313,0.00003292919,0.002009513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01923967,"threshold_uncertainty_score":0.1017504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05239632267236129,"score_gpt":0.4400949357367616,"score_spread":0.3876986130644003,"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."}}