{"id":"W4413051028","doi":"10.1177/19160216251360651","title":"Readability, Reliability, and Quality Analysis of Internet-Based Patient Education Materials and Large Language Models on Meniere’s Disease","year":2025,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Text Readability and Simplification","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Sinai Health System; Dalhousie University; University of Toronto","funders":"","keywords":"Readability; CLARITY; Reliability (semiconductor); Medicine; Guideline; Index (typography); Plain language; Health literacy; Reading (process); Quality Score; Inclusion (mineral); Quality (philosophy); Medical education; Computer science; Psychology; Health care; World Wide Web; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02961986,0.000501094,0.0007727432,0.004160404,0.0003784333,0.001471709,0.0005822948,0.0005513316,0.00243742],"category_scores_gemma":[0.1028386,0.0002684068,0.001836818,0.002086036,0.0007456281,0.001723367,0.001762621,0.0005729437,0.0004133516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009928728,"about_ca_system_score_gemma":0.0006570557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853589,"about_ca_topic_score_gemma":0.002551706,"domain_scores_codex":[0.9790512,0.009732459,0.004280499,0.001357427,0.00514356,0.0004347391],"domain_scores_gemma":[0.8596143,0.07581903,0.03857585,0.005371864,0.01919533,0.00142363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001565107,0.000378777,0.9336042,0.0009992177,0.0008953031,0.00008016059,0.003561008,0.0003745291,0.0003413178,0.0000981444,0.001670654,0.05643159],"study_design_scores_gemma":[0.0001024159,0.0007863583,0.9930733,0.0004193973,0.0003610579,0.0001678749,0.001081762,0.00183372,0.0007562261,0.0001271557,0.001242984,0.00004767525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941723,0.001685782,0.001188316,0.0001666695,0.00004125579,0.0002381845,0.001180114,0.00004030717,0.001287243],"genre_scores_gemma":[0.9968117,0.0004521797,0.00107707,0.00006737615,0.00003659804,0.0002230733,0.000971978,0.00001686723,0.0003431908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02961986,"threshold_uncertainty_score":0.1566467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087976903293051,"score_gpt":0.3000691036135804,"score_spread":0.2791893345806499,"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."}}