{"id":"W2119957566","doi":"10.1016/s1499-4046(06)60255-8","title":"Overview of Computerized Dietary Assessment Programs for Research and Practice in Nutrition Education","year":2005,"lang":"en","type":"review","venue":"Journal of Nutrition Education and Behavior","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Australian Research Council; U.S. Department of Agriculture","keywords":"Standardization; Flexibility (engineering); Computer science; MEDLINE; Medical education; Interview; Psychology; Medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003313825,0.0002865349,0.001209895,0.001277792,0.0003234433,0.00006837134,0.0001857927,0.0004825169,0.00004028349],"category_scores_gemma":[0.000419944,0.0002695298,0.0002173591,0.0006126313,0.0001412561,0.0006801385,0.00004403923,0.001042032,0.000003262201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006832163,"about_ca_system_score_gemma":0.003819182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005117909,"about_ca_topic_score_gemma":0.00002113555,"domain_scores_codex":[0.9950855,0.001549534,0.002186989,0.000343237,0.0004759781,0.0003587333],"domain_scores_gemma":[0.9925457,0.001767157,0.002114454,0.0002399952,0.003092958,0.0002397498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005720515,0.03520163,0.0001074848,0.06926247,0.00002818618,5.145821e-7,0.001078435,6.606713e-9,0.000005902739,0.0002729446,0.01046518,0.8835201],"study_design_scores_gemma":[0.001562372,0.0007099916,0.001331812,0.07767159,0.0007408484,0.0001267137,0.0234798,0.000001023851,5.390411e-7,0.0007003115,0.8934722,0.0002027791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001657017,0.9869348,0.0000334442,0.001724839,0.003675032,0.005790459,0.00006190161,0.00001097804,0.0001115273],"genre_scores_gemma":[0.0002751461,0.9559611,0.0331127,0.0001318924,0.003250701,0.006210995,0.0008358543,0.00004285889,0.0001787139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8833173,"threshold_uncertainty_score":0.9999757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4819708502275753,"score_gpt":0.6442769234755542,"score_spread":0.1623060732479789,"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."}}