{"id":"W3015819241","doi":"10.1016/j.jneb.2020.02.006","title":"Designing Retrospective Evaluation Tools for Limited-Literacy Adults","year":2020,"lang":"en","type":"article","venue":"Journal of Nutrition Education and Behavior","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Food and Nutrition Service; U.S. Department of Agriculture","keywords":"Literacy; Reading (process); Information literacy; Adult literacy; Literacy rate; Psychology; Political science; Pedagogy; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09729721,0.0008797232,0.0009877731,0.004125933,0.001389095,0.002129566,0.001557363,0.000967703,0.002922195],"category_scores_gemma":[0.216985,0.001095586,0.001006205,0.002088443,0.0008608859,0.00395817,0.002166879,0.0009738355,0.001048918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037867,"about_ca_system_score_gemma":0.007252207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003050815,"about_ca_topic_score_gemma":0.008248625,"domain_scores_codex":[0.9521382,0.03490474,0.007556735,0.001275747,0.00314806,0.0009764986],"domain_scores_gemma":[0.7619762,0.1532402,0.01936513,0.009816635,0.0527738,0.002827977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005443403,0.003795,0.4068289,0.003727953,0.0002652176,0.0005695063,0.03001134,0.001858412,0.004833247,0.003681909,0.01254113,0.5264439],"study_design_scores_gemma":[0.002941736,0.03457856,0.6256173,0.01062438,0.001504811,0.001868711,0.1207847,0.04202271,0.04310578,0.01216128,0.1040724,0.0007175769],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7337664,0.002544324,0.1900827,0.001249544,0.0004140353,0.05688208,0.003039034,0.001280531,0.01074141],"genre_scores_gemma":[0.5397471,0.00139987,0.3975805,0.0004418055,0.00007523446,0.05673639,0.001741233,0.0001120894,0.002165795],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09729721,"threshold_uncertainty_score":0.514563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1185690524155497,"score_gpt":0.4918009746430594,"score_spread":0.3732319222275097,"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."}}