{"id":"W3017407093","doi":"10.14740/jcs401","title":"Health Literacy Gaps in Online Resources for Cirrhotic Patients","year":2020,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Readability; Hepatology; Sentence; Medicine; Health literacy; Cirrhosis; Grade level; Internal medicine; Family medicine; Computer science; Psychology; Mathematics education; Health care; Natural language processing","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":[0.001256584,0.0001839482,0.0003297161,0.001499836,0.0004285163,0.001095322,0.0002482339,0.0003730779,0.006032075],"category_scores_gemma":[0.01788162,0.0001155853,0.000289755,0.001097294,0.0002582811,0.00113742,0.001346698,0.0004539707,0.0005165339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004854209,"about_ca_system_score_gemma":0.0006758161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002486047,"about_ca_topic_score_gemma":0.00275479,"domain_scores_codex":[0.9987825,0.0004348914,0.0002176001,0.0001068557,0.0002551536,0.0002030377],"domain_scores_gemma":[0.9895117,0.005738816,0.003269235,0.000142606,0.0006114375,0.0007263407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003977071,0.0005084201,0.9191854,0.0005911303,0.00006027968,0.001054635,0.009598375,0.0001447751,0.0005573538,0.000242954,0.002859995,0.06479903],"study_design_scores_gemma":[0.00001398913,0.0003733481,0.9859132,0.0003061105,0.00003511786,0.001036653,0.008821954,0.0004189467,0.0003631767,0.0003292783,0.002370993,0.00001720976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962913,0.0004414329,0.00007744486,0.0005350089,0.000008353107,0.00002085855,0.0002876865,0.00001066318,0.002327398],"genre_scores_gemma":[0.9987972,0.0002061385,0.0001956945,0.0002050759,0.00001243004,0.00002210068,0.000240754,0.000004253537,0.0003163744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006032075,"threshold_uncertainty_score":0.02017933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273001057266355,"score_gpt":0.4854164422590475,"score_spread":0.3581163365324119,"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."}}