{"id":"W4382515905","doi":"10.1101/2023.06.26.23291903","title":"Assessment of Ultra Processed Foods consumption in Senegal: Validation of the Nova-UPF screener","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Context (archaeology); Medicine; Added sugar; Environmental health; Food group; Demography; 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":[0.006723559,0.0005850811,0.0003773979,0.001944578,0.0004885044,0.0005159685,0.0006140595,0.0003803553,0.001270216],"category_scores_gemma":[0.008948165,0.0002814257,0.0008025698,0.001181673,0.0005409966,0.0003957869,0.001129685,0.0003839383,0.0003196244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005298291,"about_ca_system_score_gemma":0.0009946106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009804497,"about_ca_topic_score_gemma":0.01837146,"domain_scores_codex":[0.9972098,0.001486579,0.0003495628,0.0002561802,0.0005212145,0.000176589],"domain_scores_gemma":[0.9963177,0.001218739,0.0008131993,0.0004210983,0.001088563,0.0001407001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003759347,0.0003395116,0.948309,0.0002784426,0.0001443422,0.0003717913,0.004765653,0.0003977459,0.002751254,0.000148576,0.0003297278,0.0417881],"study_design_scores_gemma":[0.00002402313,0.0006679086,0.9904731,0.000112549,0.00004349372,0.0004374549,0.003813318,0.000671417,0.001371155,0.00007452712,0.002291508,0.00001953547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963922,0.00009999369,0.0007248937,0.00006619839,0.00001239188,0.0004235585,0.0007210427,0.00001119726,0.0015486],"genre_scores_gemma":[0.9941409,0.0001702412,0.003984675,0.00004885445,0.000005493044,0.0005904281,0.0005509413,0.000005338246,0.0005030458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009804497,"threshold_uncertainty_score":0.03555799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09724670328627616,"score_gpt":0.3713434696911611,"score_spread":0.274096766404885,"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."}}