{"id":"W4383621529","doi":"10.1016/j.jneb.2023.05.190","title":"Rural Online Shopping Assistant (ROSA): Mixed Methods Formative Evaluation With Low-Income Rural Shoppers","year":2023,"lang":"en","type":"article","venue":"Journal of Nutrition Education and Behavior","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Helpfulness; Formative assessment; Avatar; Psychology; Purchasing; Advertising; Descriptive statistics; Grocery shopping; Qualitative research; Medical education; Applied psychology; Marketing; Medicine; Computer science; Social psychology; Business; Sociology; 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":[],"consensus_categories":[],"category_scores_codex":[0.01684476,0.0013454,0.001468875,0.001119223,0.002103644,0.001519955,0.001391665,0.001069252,0.006116313],"category_scores_gemma":[0.01648954,0.0009768081,0.001326493,0.0006737252,0.0006781271,0.001185354,0.001286362,0.001030066,0.001112656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032805,"about_ca_system_score_gemma":0.004102985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002255394,"about_ca_topic_score_gemma":0.006837797,"domain_scores_codex":[0.9949462,0.003333243,0.0003429614,0.0004310874,0.0005834337,0.0003630303],"domain_scores_gemma":[0.9831411,0.009271371,0.000906662,0.0009338026,0.004476733,0.001270323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.07106435,0.3587765,0.04860844,0.004168106,0.0009476925,0.0005537687,0.04891751,0.001838846,0.01554732,0.0007356378,0.004035017,0.4448068],"study_design_scores_gemma":[0.03516914,0.718266,0.1601045,0.001139003,0.002519969,0.0003924492,0.0426438,0.004625479,0.01541185,0.001198427,0.01815269,0.0003767002],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986686,0.00007551185,0.001640307,0.0000776965,0.00003141705,0.009508916,0.0003343857,0.0000762563,0.001569511],"genre_scores_gemma":[0.8709827,0.0006218606,0.05724948,0.0004997639,0.00008347673,0.06051263,0.0008153378,0.0001171854,0.009117531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01684476,"threshold_uncertainty_score":0.08908468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03840917116066311,"score_gpt":0.3687593967883851,"score_spread":0.330350225627722,"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."}}