{"id":"W1482893987","doi":"","title":"Public health and clinical dilemmas resulting from imprecise vitamin D tests.","year":2009,"lang":"en","type":"article","venue":"QUT ePrints (Queensland University of Technology)","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Council Queensland","keywords":"Medicine; Public health; Vitamin D and neurology; Epidemiology; Population; Clinical significance; Public health policy; Family medicine; Environmental health; Reproducibility; Replicate; Health policy; Internal medicine; Pathology; Statistics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005628479,0.0001496383,0.0005643202,0.0004158819,0.0002051092,0.000008162648,0.0002653159,0.0002747277,0.00003733212],"category_scores_gemma":[0.001477189,0.0001428458,0.00009453072,0.0003733687,0.0006789099,0.00008296307,0.0003906956,0.0005836821,0.00002373896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009852213,"about_ca_system_score_gemma":0.0001965338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003100619,"about_ca_topic_score_gemma":0.0001141423,"domain_scores_codex":[0.9985271,0.00007622905,0.0002978529,0.000473389,0.0002248057,0.0004006114],"domain_scores_gemma":[0.9986292,0.0001828996,0.0001871069,0.0005215288,0.0001878388,0.0002914125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001245503,0.0003365714,0.7016212,0.00003335439,0.0001640605,0.0001595108,0.0003233182,6.8751e-8,0.0006795357,0.0003641403,0.002754169,0.2934395],"study_design_scores_gemma":[0.002901654,0.0008589508,0.9807107,0.0001652381,0.00003610887,0.00001617286,0.001677817,0.00005376631,0.000142289,0.0008735103,0.01243872,0.000125056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954195,0.0003675004,0.0002092929,0.04295143,0.00003490605,0.0002996565,0.00002628323,0.0001935098,0.001722455],"genre_scores_gemma":[0.9877293,0.001774908,0.009833585,0.0001428375,0.00003233147,2.211347e-7,0.00001514536,0.000007417351,0.0004642704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2933144,"threshold_uncertainty_score":0.5825084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0610642304066222,"score_gpt":0.3205673457211093,"score_spread":0.2595031153144872,"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."}}