{"id":"W4385843707","doi":"10.2196/48143","title":"Investigating the Readability and Linguistic, Psychological, and Emotional Characteristics of Digital Dementia Information Written in the English Language: Multitrait-Multimethod Text Analysis","year":2023,"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":"Readability; Dementia; Psychology; Reading (process); Context (archaeology); Thematic analysis; Categorization; Linguistics; Computer science; Artificial intelligence; Medicine; Qualitative research; Sociology; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":{"n_in":1,"stratum":"venue_new","weight":2684.24666666667,"opus":{"tier":"T2","genre":"empirical","about_ca":false,"confidence":"low","reason":"Text analysis of the readability and linguistic accessibility of digital dementia information, including peer-reviewed research articles, for people with dementia; touches how research is communicated and discovered, but the primary object is consumer health information, so it sits on the boundary."},"gpt":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"It studies readability and accessibility of dementia information, not scholarly communication as research practice."},"grok":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"medium","reason":"Health literacy readability of dementia info for patients; not research practice or researcher behaviour."}},"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01000347,0.0004777527,0.0009123107,0.009144827,0.00102686,0.002152362,0.0006021162,0.0006662688,0.004407608],"category_scores_gemma":[0.03518599,0.0003201945,0.001496964,0.00468003,0.0009852889,0.001933467,0.002130758,0.0006708874,0.0005221009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009439007,"about_ca_system_score_gemma":0.000743021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541805,"about_ca_topic_score_gemma":0.003585992,"domain_scores_codex":[0.9910507,0.003488712,0.002116928,0.001214827,0.001822075,0.000306716],"domain_scores_gemma":[0.9384954,0.0411984,0.01173782,0.00256608,0.005386889,0.0006153473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001022222,0.001307923,0.8518726,0.001297599,0.0009100107,0.0004166492,0.04733352,0.0006287796,0.006186243,0.0004599784,0.0009062317,0.08765823],"study_design_scores_gemma":[0.00005722875,0.001064113,0.9685241,0.0001557373,0.0002252833,0.000342642,0.02086664,0.003432228,0.002843635,0.0006611713,0.001770389,0.00005675324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930651,0.0001383655,0.00399187,0.00005500693,0.00001326024,0.0007905026,0.0007370249,0.00003541487,0.001173554],"genre_scores_gemma":[0.9859211,0.0001267961,0.008912721,0.00005381472,0.00003541606,0.002838325,0.001033771,0.00002271737,0.001055267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01000347,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155823795626844,"score_gpt":0.5335960504608949,"score_spread":0.4180136708982105,"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."}}