{"id":"W4289654616","doi":"10.2196/preprints.41380","title":"Health Literacy Mediates the Relationships of Cognitive and Physical Functions with Health-related Quality of Life in Older Adults: Cross-sectional Observational Study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality of life (healthcare); Medicine; Gerontology; Health literacy; Cognition; Health related quality of life; Montreal Cognitive Assessment; Observational study; Cognitive impairment; Internal medicine; Psychiatry; Health care","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":[0.001653659,0.0002353173,0.0003650015,0.0004636183,0.0004801988,0.0007559494,0.0003750766,0.0005848319,0.002407636],"category_scores_gemma":[0.00417148,0.0003849385,0.0008911084,0.0008595437,0.0002051178,0.0006419445,0.0005778246,0.0007283186,0.0004327697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003993368,"about_ca_system_score_gemma":0.0007439103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02192806,"about_ca_topic_score_gemma":0.02996703,"domain_scores_codex":[0.9993222,0.00021795,0.0001290874,0.0001377425,0.00008890544,0.0001041696],"domain_scores_gemma":[0.997773,0.0005654123,0.0008577931,0.0002022353,0.000285012,0.0003165018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003511426,0.00007168119,0.9988681,0.00001815358,0.00007123992,0.00002262598,0.0001202939,0.00001024026,0.00003052386,0.00001129333,0.000145602,0.0005950803],"study_design_scores_gemma":[0.000006232911,0.00006729669,0.999414,0.00001292617,0.00004224671,0.00003394045,0.0001969172,0.00006916811,0.00001531974,0.000009567659,0.0001301716,0.000002093654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998467,0.0002199915,0.0000494682,0.0001121032,0.00001002165,0.00002239445,0.0007698865,0.000002133193,0.0003469848],"genre_scores_gemma":[0.998668,0.0001603172,0.0001114813,0.0001120048,0.00001559287,0.00002944111,0.0006179903,0.000001116523,0.0002841247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02192806,"threshold_uncertainty_score":0.04360086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1960586266622069,"score_gpt":0.4957141023247336,"score_spread":0.2996554756625267,"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."}}