{"id":"W4213255143","doi":"10.23880/phoa-16000138","title":"Maivel Emile Soby Gerges, Ghada Essam Aldin, Diaa Marzouk Abdel Hamid and Mohamed Farouk Allam*","year":2019,"lang":"en","type":"article","venue":"Public Health Open Access","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"vitamin D deficiency; Medicine; Osteomalacia; Osteoporosis; Vitamin D and neurology; Pediatrics; Population; Polycystic ovary; Osteopenia; Internal medicine; Environmental health; Obesity; Bone mineral","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003075281,0.0004083873,0.001153468,0.0003802958,0.0004723133,0.001253366,0.001748886,0.0001743642,0.001601664],"category_scores_gemma":[0.001190898,0.0003297933,0.00008575806,0.0008178065,0.0002512258,0.002085729,0.004124645,0.0007237709,0.000320532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005018572,"about_ca_system_score_gemma":0.001967576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004754415,"about_ca_topic_score_gemma":0.0005479177,"domain_scores_codex":[0.9951589,0.0003325702,0.0007817734,0.00100917,0.001020865,0.001696774],"domain_scores_gemma":[0.9963467,0.0003949583,0.0003088258,0.001031849,0.0004824406,0.001435249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001392974,0.0006905983,0.4495876,0.002384403,0.0004051483,0.00009285157,0.001146988,0.000002259138,0.0002099214,0.001262696,0.4628343,0.08124395],"study_design_scores_gemma":[0.003604538,0.0003299181,0.7071128,0.0002181756,0.00001617158,0.00005119851,0.001103422,0.0003485807,0.00004382135,0.0002058533,0.2866065,0.0003590142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.722508,0.00459491,0.0001781353,0.2107173,0.0008039251,0.00677401,0.0001616026,0.0002044615,0.05405765],"genre_scores_gemma":[0.956663,0.005272224,0.00092036,0.01605661,0.0002887651,0.0006645851,0.0002051901,0.0001013594,0.01982793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2575253,"threshold_uncertainty_score":0.9999154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1613937720822728,"score_gpt":0.4760152582421704,"score_spread":0.3146214861598977,"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."}}