{"id":"W4210598770","doi":"10.3390/healthcare10020234","title":"Assessment of the Readability and Quality of Online Patient Education Material for Chronic Medical Conditions","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Readability; Certification; Quality (philosophy); Medicine; Reading (process); Family medicine; Medical education; Psychology; Computer science; Linguistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00617189,0.0002403361,0.0003415709,0.005063488,0.0003389305,0.001184533,0.0003109361,0.0004248155,0.005225182],"category_scores_gemma":[0.04344024,0.0001575692,0.0004564114,0.002421035,0.0002781975,0.001271062,0.001317589,0.0004669318,0.0008826345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005009316,"about_ca_system_score_gemma":0.0003827225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028268,"about_ca_topic_score_gemma":0.001947554,"domain_scores_codex":[0.995766,0.00120714,0.001095621,0.000293211,0.001463023,0.0001749681],"domain_scores_gemma":[0.9425224,0.02887371,0.01830168,0.001931406,0.007068536,0.001302218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002826916,0.0003117376,0.9697716,0.0001775191,0.00007406987,0.00008056605,0.001908745,0.00009225321,0.0005867227,0.00004400447,0.0006957023,0.0259743],"study_design_scores_gemma":[0.000008978338,0.0002918141,0.9972757,0.00003735452,0.00001562121,0.0001306595,0.0008213248,0.0002029578,0.0003158135,0.00004022036,0.0008500139,0.000009628769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949262,0.0001376963,0.0003347455,0.00007859217,0.000007817121,0.0001429677,0.001932919,0.00002188896,0.00241707],"genre_scores_gemma":[0.9944153,0.0001611324,0.001768298,0.00009245793,0.00003219575,0.0002094014,0.002203877,0.000009952533,0.001107351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00617189,"threshold_uncertainty_score":0.03264052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0897177289849293,"score_gpt":0.5509740192909958,"score_spread":0.4612562903060665,"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."}}