{"id":"W2162547157","doi":"10.1016/j.jneb.2011.12.001","title":"Validity and Feasibility of a Digital Diet Estimation Method for Use with Preschool Children: A Pilot Study","year":2012,"lang":"en","type":"article","venue":"Journal of Nutrition Education and Behavior","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Cancer Institute; National Institute on Aging","keywords":"Estimation; Head start; Statistics; Mathematics; Medicine; Computer science; Psychology; Developmental psychology; Engineering","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":[0.02965923,0.001145022,0.001318834,0.001588788,0.001917968,0.001637102,0.001637346,0.001545472,0.0017609],"category_scores_gemma":[0.06612361,0.001463687,0.00203868,0.001076516,0.002131887,0.002172159,0.001793082,0.001777269,0.000719036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001726143,"about_ca_system_score_gemma":0.00347533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007224753,"about_ca_topic_score_gemma":0.008802584,"domain_scores_codex":[0.9788626,0.01102478,0.002651562,0.002192797,0.004504505,0.0007638369],"domain_scores_gemma":[0.9310616,0.04185316,0.004049456,0.00647421,0.01545351,0.00110808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005276099,0.01650883,0.868423,0.000524922,0.0003104338,0.0006585957,0.01887419,0.0006696437,0.01167444,0.0006382829,0.0006124096,0.07582918],"study_design_scores_gemma":[0.002334822,0.05650961,0.8863667,0.0003669027,0.0009159923,0.001518736,0.02368024,0.008178664,0.01538017,0.0005845819,0.003950573,0.0002130531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936911,0.00009170929,0.003113439,0.00009454938,0.00006186122,0.001623296,0.0001164024,0.00002709144,0.001180488],"genre_scores_gemma":[0.9815204,0.000232388,0.01354129,0.0001599812,0.00003601147,0.00341021,0.0002676333,0.00003278376,0.0007992121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02965923,"threshold_uncertainty_score":0.1568549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09731396545247573,"score_gpt":0.4009877930613125,"score_spread":0.3036738276088368,"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."}}