{"id":"W4317622213","doi":"10.3390/curroncol30020110","title":"Assessing the Functional Accessibility, Actionability, and Quality of Patient Education Materials from Canadian Cancer Agencies","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University; University of British Columbia","funders":"Canadian Institutes of Health Research; University of British Columbia","keywords":"Readability; Agency (philosophy); Health literacy; Quality (philosophy); Medicine; Reading (process); Medical education; Patient education; Literacy; Psychology; Computer science; Family medicine; Health care; Linguistics; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.005660587,0.0003527724,0.0003866715,0.006980874,0.001697476,0.002074984,0.0007366963,0.0003004791,0.003462517],"category_scores_gemma":[0.05572376,0.0002848716,0.0004771763,0.00983519,0.0008266565,0.000656727,0.001463038,0.0004899967,0.0004523502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01917338,"about_ca_system_score_gemma":0.03175315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8294789,"about_ca_topic_score_gemma":0.8771466,"domain_scores_codex":[0.9912723,0.001322315,0.001173572,0.0004207359,0.005057059,0.0007541254],"domain_scores_gemma":[0.9490557,0.01171579,0.007404106,0.001405294,0.02812765,0.002291627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005767933,0.0002181179,0.7736931,0.001614691,0.0001188597,0.0003930183,0.02524098,0.0007840405,0.00253132,0.0005162439,0.01135385,0.1829589],"study_design_scores_gemma":[0.00001930802,0.0001112062,0.9744459,0.000239562,0.00004825356,0.0001078428,0.007124141,0.0003943575,0.001251299,0.00005337567,0.01617,0.00003464937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690141,0.0006697288,0.0008345165,0.001046782,0.00002061087,0.0007220503,0.01275173,0.0001050676,0.01483544],"genre_scores_gemma":[0.9839453,0.0007800292,0.003705213,0.0001878388,0.00002053519,0.0004040636,0.00815485,0.00003013413,0.002772063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1705211,"threshold_uncertainty_score":0.3430506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3957540028414924,"score_gpt":0.6099845899968431,"score_spread":0.2142305871553507,"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."}}