{"id":"W2341625598","doi":"10.1177/1715163516641432","title":"Improving the legibility of prescription medication labels for older adults and adults with visual impairment","year":2016,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"CNIB Foundation; University of Waterloo","funders":"University of Waterloo","keywords":"Legibility; Medical prescription; Visual impairment; Medicine; Optometry; Gerontology; Psychology; Psychiatry; Visual arts; Nursing; Art","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009031292,0.0002323321,0.0002432147,0.0001409559,0.0004705559,0.00004479329,0.0003114803,0.00005793584,0.0004809434],"category_scores_gemma":[0.000126819,0.0001449806,0.00007082264,0.0001833447,0.0002630397,0.0002342094,0.00002263499,0.0002350639,0.000001416128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006962286,"about_ca_system_score_gemma":0.001079515,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03341846,"about_ca_topic_score_gemma":0.05011734,"domain_scores_codex":[0.9980289,0.0001688544,0.0004853285,0.0003954855,0.0002882066,0.0006331708],"domain_scores_gemma":[0.9978436,0.0002288463,0.0004266373,0.0002167399,0.0004551559,0.0008290341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.002890909,0.0001697254,0.009793418,0.0005027679,0.0003896131,0.001874756,0.01485744,0.00001927816,0.009093557,0.0001673264,0.01213851,0.9481027],"study_design_scores_gemma":[0.146274,0.00579335,0.08220915,0.002381994,0.002819179,0.5987875,0.004028698,0.02278913,0.03881032,0.0004973271,0.08947293,0.006136469],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951934,0.0007134198,0.001365118,0.0003482349,0.001059199,0.0008791488,0.000314669,0.00001309812,0.0001137233],"genre_scores_gemma":[0.9981894,0.0003350133,0.00008861678,0.000555061,0.0004071842,0.00008145482,0.0000115842,0.00003375491,0.0002979636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9419662,"threshold_uncertainty_score":0.9730181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145399766175272,"score_gpt":0.2727823875553073,"score_spread":0.2582424109377801,"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."}}