{"id":"W3036459047","doi":"","title":"Julie Wallace Award Lecture 2019: Vitamin D deficiency in western dwelling South Asian populations: an unrecognised epidemic","year":2020,"lang":"en","type":"article","venue":"Surrey Research Insight Open Access (The University of Surrey)","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"vitamin D deficiency; Vitamin D and neurology; Rickets; Food fortification; Medicine; Osteomalacia; Fortification; Population; Dark skin; Environmental health; Demography; Geography; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00344741,0.0003464925,0.0008917376,0.0008348864,0.001028863,0.0003507873,0.003865476,0.0002194075,0.0004479224],"category_scores_gemma":[0.002338601,0.0002872513,0.0001725421,0.003286832,0.0008626468,0.001950401,0.003531342,0.001839305,0.0002425053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005163121,"about_ca_system_score_gemma":0.001015548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004098935,"about_ca_topic_score_gemma":0.00431965,"domain_scores_codex":[0.9941627,0.001558113,0.0005412527,0.001013146,0.001631563,0.001093275],"domain_scores_gemma":[0.9963578,0.0007413446,0.0002241896,0.000905136,0.001080127,0.0006913868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001608346,0.0006989544,0.9455171,0.0006543908,0.0001729597,0.0004999707,0.03040279,0.000406925,0.00105228,0.0002098435,0.006404022,0.01237247],"study_design_scores_gemma":[0.006304631,0.001011881,0.9453001,0.000871251,0.0001179289,0.00001478923,0.01528687,0.00282589,0.0008284679,0.0006427155,0.02611377,0.0006816916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941501,0.001104868,0.001411356,0.04139144,0.0001702847,0.003658692,0.00008246442,0.00008621015,0.01059365],"genre_scores_gemma":[0.9968984,0.000551245,0.0005521642,0.0002559858,0.0001048042,0.000007856722,0.0001027935,0.00004639109,0.001480384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05539734,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2878201403725686,"score_gpt":0.4382299147943516,"score_spread":0.150409774421783,"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."}}