{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003457482,0.00013544,0.0006900904,0.0003143856,0.0002316972,0.00002011902,0.0001710199,0.00007694364,0.0001699221],"category_scores_gemma":[0.002897807,0.0001052896,0.0002016905,0.0003965429,0.00001879309,0.00117643,0.00004378863,0.0009396331,0.00002312032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001754198,"about_ca_system_score_gemma":0.001050669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001160523,"about_ca_topic_score_gemma":0.000006978797,"domain_scores_codex":[0.9941286,0.0007375402,0.00415438,0.0001342806,0.0003659042,0.0004792515],"domain_scores_gemma":[0.9936691,0.002000411,0.002969263,0.0001312148,0.0007511989,0.0004788054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003777947,0.0002880903,0.8013027,0.002700914,0.000005210329,5.762057e-7,0.008612348,0.000006973803,3.685894e-7,0.00001960102,0.05532987,0.1313556],"study_design_scores_gemma":[0.001131223,0.0001284409,0.5435705,0.0016356,0.000004134622,5.699391e-7,0.0003992548,0.0007360103,6.536132e-7,0.0001256738,0.4521741,0.00009381511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829681,0.001752609,0.001448563,0.01007212,0.002847782,0.0006535889,0.0001891685,0.00001888084,0.00004922008],"genre_scores_gemma":[0.9804825,0.0006260019,0.0008923318,0.01651015,0.001310023,0.00001983151,0.0001244958,0.00001890334,0.00001574563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3968442,"threshold_uncertainty_score":0.4293587,"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."}}