{"id":"W1593329604","doi":"10.1089/pop.2014.0078","title":"Chronic Disease Management: A Proving Ground for Health Literacy","year":2014,"lang":"en","type":"article","venue":"Population Health Management","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"Health Canada","keywords":"Health literacy; Medicine; Public health; Family medicine; Literacy; COPD; Health care; Population; Population health; Gerontology; Internal medicine; Nursing; Environmental health; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006002639,0.0003066316,0.0004969956,0.0004254698,0.002811173,0.00008752511,0.0003181317,0.00007981927,0.0002358935],"category_scores_gemma":[0.00009688467,0.0002929825,0.0001221134,0.0004674952,0.00002342992,0.001319556,0.000194381,0.0003498184,0.0002511247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002157148,"about_ca_system_score_gemma":0.0002783028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004864782,"about_ca_topic_score_gemma":0.0001281787,"domain_scores_codex":[0.9933681,0.001026216,0.003065573,0.0006522438,0.0005206528,0.001367236],"domain_scores_gemma":[0.9962281,0.0002424317,0.001657517,0.0008827163,0.0001770582,0.0008121648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001516677,0.00009768351,0.04079876,0.03797403,0.00002937307,3.584654e-7,0.001660153,0.0001802789,2.101056e-8,0.1735838,0.01265387,0.73287],"study_design_scores_gemma":[0.001392024,0.0001130521,0.4200721,0.0008192461,0.00001174959,1.064197e-7,0.0001505965,0.0305401,1.802884e-8,0.004797908,0.5419242,0.0001789303],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01639335,0.001723705,0.8401858,0.08273581,0.004167945,0.03571909,0.0002074577,0.001455437,0.01741144],"genre_scores_gemma":[0.8312523,0.0005764214,0.04671522,0.1043009,0.00161306,0.005490825,0.002513763,0.00009856899,0.007438945],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8148589,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05284546868523323,"score_gpt":0.4729364862902514,"score_spread":0.4200910176050182,"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."}}