{"id":"W4390701819","doi":"10.1186/s13690-024-01239-y","title":"Assessment of ultra processed foods consumption in Senegal: validation of the Nova-UPF screener","year":2024,"lang":"en","type":"article","venue":"Archives of Public Health","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Foreign, Commonwealth and Development Office; Innovative Methods and Metrics for Agriculture and Nutrition Actions; London School of Hygiene and Tropical Medicine; Bill and Melinda Gates Foundation","keywords":"Medicine; Context (archaeology); Environmental health; Food group; Added sugar; Statistics; Obesity; Geography; Mathematics; Internal 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":[0.005441837,0.0006815935,0.0004096196,0.002034114,0.0005390157,0.0005230894,0.0006077767,0.0004182503,0.001268984],"category_scores_gemma":[0.007548817,0.0003120709,0.0008517592,0.001303871,0.0005936575,0.0004027729,0.001166271,0.0004344048,0.0003028148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000549536,"about_ca_system_score_gemma":0.001084731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009304688,"about_ca_topic_score_gemma":0.0174107,"domain_scores_codex":[0.9979082,0.0009842755,0.0002817343,0.000220964,0.0004539018,0.0001508906],"domain_scores_gemma":[0.9970343,0.0008867729,0.000696456,0.0003320304,0.0009186305,0.0001317054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003993246,0.0003837324,0.9470974,0.0003451664,0.0001418574,0.0004663043,0.00503467,0.0003943419,0.003278113,0.0001538484,0.0003251857,0.04198015],"study_design_scores_gemma":[0.00002541937,0.0007772672,0.9907334,0.000102244,0.00004843833,0.0005269284,0.003601321,0.0005276289,0.001295504,0.00007292102,0.0022694,0.00001962607],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959899,0.0001393703,0.000734532,0.00007698099,0.00001443019,0.0004973091,0.0007579071,0.00001315188,0.001776398],"genre_scores_gemma":[0.9924273,0.0002876768,0.005122147,0.00006313715,0.000007212081,0.0007562422,0.000704494,0.000007318392,0.0006245681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009304688,"threshold_uncertainty_score":0.02877957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0957132381742043,"score_gpt":0.3936988006006048,"score_spread":0.2979855624264005,"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."}}