{"id":"W4402672527","doi":"10.1016/j.cdnut.2024.104459","title":"Relative Validity and Reproducibility of a Dietary Screening Tool in Nigerian Health Care","year":2024,"lang":"en","type":"article","venue":"Current Developments in Nutrition","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Tertiary Education Trust Fund; Wellcome Trust","keywords":"Reproducibility; Health care; Medicine; Statistics; Mathematics; Political science","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":[0.06198791,0.0004803657,0.0008311642,0.001911034,0.0008270115,0.001677644,0.0008217299,0.0008858121,0.0007086171],"category_scores_gemma":[0.1056256,0.0004655267,0.0009913779,0.001593622,0.001405971,0.000815319,0.001587835,0.0006694031,0.0002395461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008014544,"about_ca_system_score_gemma":0.00114558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001928474,"about_ca_topic_score_gemma":0.002773501,"domain_scores_codex":[0.9486965,0.03292697,0.005613849,0.003316147,0.008717662,0.0007288093],"domain_scores_gemma":[0.909548,0.06368408,0.008423615,0.005358886,0.01241736,0.0005679302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004764629,0.0001841773,0.9705788,0.0001869111,0.0004348838,0.00006567514,0.001814727,0.0003359964,0.0005208739,0.0002454369,0.0003562101,0.02479977],"study_design_scores_gemma":[0.0001129282,0.0008089717,0.9837397,0.0004525711,0.0003307775,0.0003859419,0.002582286,0.006988565,0.001326985,0.0007097219,0.002521593,0.00003999271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883829,0.001084498,0.005588508,0.0002744685,0.0002104233,0.0003800866,0.0002905226,0.00003249734,0.003755993],"genre_scores_gemma":[0.9945314,0.0001515877,0.004547266,0.00007724039,0.00003308334,0.000254332,0.0002069599,0.000009155696,0.000188867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06198791,"threshold_uncertainty_score":0.3278273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09329540806758821,"score_gpt":0.3703505265042821,"score_spread":0.2770551184366938,"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."}}