{"id":"W2531285591","doi":"10.1080/19381980.2016.1248324","title":"Estimated economic benefit of increasing 25-hydroxyvitamin D concentrations of Canadians to or above 100 nmol/L","year":2016,"lang":"en","type":"review","venue":"Dermato-Endocrinology","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pure North; University of Alberta; University of Saskatchewan","funders":"","keywords":"Vitamin D and neurology; Medicine; Incidence (geometry); Disease; vitamin D deficiency; Diabetes mellitus; Internal medicine; Observational study; Disease burden; Dementia; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001669069,0.000586368,0.003582841,0.0009941176,0.0001168158,0.00001316429,0.0004908658,0.0003140164,0.0004820132],"category_scores_gemma":[0.0009559872,0.0004198952,0.0004082864,0.0003797942,0.0005814406,0.00009130352,0.000320577,0.0004263252,0.0003273834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009444555,"about_ca_system_score_gemma":0.002265237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005033634,"about_ca_topic_score_gemma":0.003847607,"domain_scores_codex":[0.9961362,0.0002715035,0.00153061,0.0006354318,0.0002603166,0.001165882],"domain_scores_gemma":[0.9965426,0.001199697,0.0006186882,0.0009059726,0.0002806454,0.0004524398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001353182,0.0004241881,0.002634437,0.05109958,0.005103864,0.003426438,0.001040005,0.0000195918,0.0004423793,0.006760083,0.0223241,0.90659],"study_design_scores_gemma":[0.001790017,0.0005091564,0.001529885,0.0233278,0.001231889,0.006329204,0.0002278241,0.00003748985,0.0004424066,0.00003745548,0.963922,0.0006148512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006088528,0.9854091,0.00005123378,0.001023894,0.0003301523,0.002272263,0.001722424,0.00008075582,0.003021615],"genre_scores_gemma":[0.02399496,0.9735736,0.0004629315,0.0001324385,0.0001396414,0.0002646026,0.0001812313,0.00009845809,0.001152167],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9415979,"threshold_uncertainty_score":0.9998253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06098512123177922,"score_gpt":0.3798800817221459,"score_spread":0.3188949604903666,"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."}}