{"id":"W4289549993","doi":"10.1007/s13187-022-02208-1","title":"Health Literacy and Radiation Therapy: a Current State Assessment of Patient Education Materials","year":2022,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Cancer Care Ontario; Princess Margaret Cancer Centre","funders":"","keywords":"Readability; Medicine; Health literacy; Literacy; Modality (human–computer interaction); Radiation Therapist; Best practice; Extant taxon; Reading (process); Family medicine; Patient education; Radiation therapy; Medical education; Medical physics; Health care; Psychology; Surgery; Pedagogy; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02345386,0.0002079204,0.0005968456,0.003830354,0.0009811952,0.002777942,0.0008833829,0.001048787,0.004520522],"category_scores_gemma":[0.06681567,0.0003402217,0.001000027,0.002596134,0.0007383968,0.002690537,0.002355361,0.001213503,0.0006952676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892128,"about_ca_system_score_gemma":0.004085226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004237519,"about_ca_topic_score_gemma":0.005085668,"domain_scores_codex":[0.9865685,0.004746358,0.002474556,0.0004114262,0.005244769,0.0005544704],"domain_scores_gemma":[0.9051319,0.06194808,0.01129483,0.002562486,0.01662904,0.00243358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001301716,0.002390996,0.723781,0.000717641,0.0001487251,0.00007685292,0.007979213,0.0002393556,0.0009480512,0.0007213033,0.002249151,0.259446],"study_design_scores_gemma":[0.0001143075,0.003956533,0.9635677,0.00142633,0.000409342,0.0003309562,0.00944149,0.001196616,0.004456018,0.0004204515,0.01459359,0.00008654381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717991,0.001621379,0.001240819,0.002267324,0.00005519539,0.0004918402,0.001172132,0.00008743293,0.02126474],"genre_scores_gemma":[0.9934142,0.001312875,0.001771675,0.0008575639,0.00003206481,0.0003120127,0.0007727193,0.00001674871,0.0015102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02345386,"threshold_uncertainty_score":0.1240374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0331028811389831,"score_gpt":0.5553892320559329,"score_spread":0.5222863509169499,"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."}}