{"id":"W4407584243","doi":"10.1002/lio2.70101","title":"Readability of Hospital Online Patient Education Materials Across Otolaryngology Specialties","year":2025,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Readability; Otorhinolaryngology; Medicine; Subspecialty; Index (typography); Family medicine; Rhinology; Surgery; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003280182,0.0003262507,0.0003254628,0.002856724,0.0002151239,0.001431602,0.0003514388,0.0003434247,0.005712119],"category_scores_gemma":[0.03294312,0.00009020931,0.0004882772,0.001551806,0.0002521913,0.001533901,0.001140492,0.0004026929,0.0008773596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004664295,"about_ca_system_score_gemma":0.0003374043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078479,"about_ca_topic_score_gemma":0.00123057,"domain_scores_codex":[0.9971297,0.0008441648,0.0006030886,0.0003171689,0.0009447375,0.0001610875],"domain_scores_gemma":[0.9671665,0.01597242,0.01100651,0.001129822,0.003471825,0.00125303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005687057,0.0003390509,0.9280946,0.0002968028,0.0001469392,0.0001191885,0.00156464,0.0003105196,0.001023802,0.00007480005,0.001409378,0.06605154],"study_design_scores_gemma":[0.00001460143,0.0004760527,0.9946727,0.00007854967,0.00003830553,0.0002579251,0.001238724,0.0005369129,0.001116959,0.0000840854,0.001470629,0.00001450647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938927,0.0003022851,0.0003570774,0.0001322114,0.00001841898,0.00005803596,0.001595949,0.00007438021,0.003569033],"genre_scores_gemma":[0.9972386,0.0001119922,0.0004672717,0.00005804284,0.00002608107,0.00004095555,0.001378399,0.00001871744,0.0006600418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005712119,"threshold_uncertainty_score":0.01910895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784245168965143,"score_gpt":0.4047745869846563,"score_spread":0.3769321352950049,"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."}}