{"id":"W2028330093","doi":"10.1016/j.jneb.2013.10.004","title":"Improving the Quality of Data From EFNEP Participants With Low Literacy Skills: A Participant-driven Model","year":2013,"lang":"en","type":"article","venue":"Journal of Nutrition Education and Behavior","topic":"Reading and Literacy Development","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Gustavus and Louise Pfeiffer Research Foundation; U.S. Department of Agriculture","keywords":"Readability; Literacy; Quality (philosophy); Cognition; Psychology; Medical education; Medicine; Computer science; Pedagogy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2290644,0.001252333,0.001788913,0.001853636,0.001292947,0.003619255,0.004457021,0.003804566,0.003718623],"category_scores_gemma":[0.4057972,0.001571881,0.002357244,0.001857395,0.001734908,0.004985524,0.004031143,0.002836787,0.000677068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002613056,"about_ca_system_score_gemma":0.008052041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005772699,"about_ca_topic_score_gemma":0.006341214,"domain_scores_codex":[0.8687946,0.1051051,0.005002779,0.008780477,0.01097486,0.001342207],"domain_scores_gemma":[0.5551469,0.356631,0.01873182,0.02817309,0.03831814,0.002999148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.02652441,0.006403598,0.4811563,0.007065467,0.006066428,0.0008551103,0.01727943,0.02662852,0.01948418,0.01207371,0.007855219,0.3886077],"study_design_scores_gemma":[0.009544412,0.0216959,0.3145438,0.002603092,0.00858917,0.001608706,0.007132355,0.4947733,0.04837234,0.05802187,0.03239455,0.00072049],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4965872,0.0006981901,0.4675552,0.008289489,0.0002916017,0.01752629,0.004959099,0.0008316495,0.003261338],"genre_scores_gemma":[0.7877328,0.000209546,0.1961396,0.0008847443,0.00006164385,0.01233627,0.001456603,0.0001005111,0.001078381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2290644,"threshold_uncertainty_score":0.9507009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070669244825952,"score_gpt":0.4224983390434255,"score_spread":0.3154314145608303,"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."}}