{"id":"W3211370664","doi":"10.1016/j.foodchem.2021.131531","title":"Development of a nutrition management software based on selected Middle Eastern and Mediterranean dishes to support personalized diet and weight management","year":2021,"lang":"en","type":"article","venue":"Food Chemistry","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Moncton","funders":"Jordan University of Science and Technology","keywords":"Recipe; Ingredient; Food composition data; Composition (language); Mediterranean diet; Meal; Food science; Interview; Business; Biotechnology; Biology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006061035,0.0009643601,0.0005304795,0.0009499979,0.0003268549,0.0006633675,0.001191595,0.0004402511,0.01434254],"category_scores_gemma":[0.001844185,0.000557461,0.0005781631,0.0004595878,0.0001696348,0.0007003516,0.0008099052,0.00064508,0.003690659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002841411,"about_ca_system_score_gemma":0.0006131115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0026306,"about_ca_topic_score_gemma":0.002714703,"domain_scores_codex":[0.9998088,0.00002150819,0.0000195632,0.000068979,0.00006298358,0.000018244],"domain_scores_gemma":[0.9989828,0.0004815262,0.0000776846,0.0001172163,0.0002300571,0.0001106779],"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":[0.002765478,0.002172165,0.04082372,0.001049303,0.0004744838,0.001729972,0.001797627,0.01294245,0.1455151,0.003188,0.06362855,0.7239133],"study_design_scores_gemma":[0.001750067,0.001217979,0.1101809,0.0005355365,0.00105071,0.002997455,0.0006495045,0.386082,0.2142644,0.007553478,0.273251,0.0004670248],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1302137,0.0002812245,0.6028722,0.0003780783,0.0002052733,0.001675764,0.005082612,0.2411733,0.01811773],"genre_scores_gemma":[0.3232512,0.0004943796,0.6031272,0.0008199552,0.00009419269,0.001890922,0.01231389,0.01744076,0.04056751],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01434254,"threshold_uncertainty_score":0.04798061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02265215070954065,"score_gpt":0.2374980852839053,"score_spread":0.2148459345743647,"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."}}