{"id":"W4389507120","doi":"10.1002/ajhb.24030","title":"Harmonization of four biomarkers across nine nationally representative studies of older persons","year":2023,"lang":"en","type":"article","venue":"American Journal of Human Biology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Economic and Social Research Council; Office of the First Minister and Deputy First Minister; Queen's University; Public Health Agency; Science Foundation Ireland; Queen's University Belfast; Health and Social Care Research and Development Division; National Institute for Health and Care Research; Ministério da Saúde; Department of Foreign Affairs and Trade, Australian Government; United Nations Population Fund; Australian Government; Government of the United Kingdom; United Kingdom Clinical Research Collaboration; Wellcome Trust","keywords":"Harmonization; Biomarker; Medicine; Population; Ranking (information retrieval); Internal medicine; Environmental health; Biology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05489735,0.0007037095,0.001134578,0.002789831,0.0008635807,0.00228335,0.001889181,0.0007486884,0.0005980224],"category_scores_gemma":[0.04416389,0.0005730567,0.001789068,0.004388703,0.001127843,0.0007637652,0.00299183,0.0004818802,0.000215764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008904923,"about_ca_system_score_gemma":0.001820833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002948563,"about_ca_topic_score_gemma":0.003994636,"domain_scores_codex":[0.936523,0.04031088,0.008199339,0.006036877,0.008393684,0.0005362352],"domain_scores_gemma":[0.9424636,0.01079523,0.01331966,0.01809166,0.01482191,0.0005077554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006810495,0.0001769252,0.9566161,0.001131815,0.004660456,0.00007202428,0.001801153,0.001320666,0.003847638,0.0004771917,0.001672418,0.02754251],"study_design_scores_gemma":[0.00008044181,0.0006233435,0.9871131,0.0002275778,0.001282427,0.0001911221,0.0008172858,0.000447242,0.002987081,0.000298169,0.005901146,0.00003117404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377027,0.003537782,0.03995581,0.0004200595,0.0001499927,0.004051798,0.008852541,0.0002327083,0.005096705],"genre_scores_gemma":[0.9467349,0.000610562,0.03596052,0.0004748296,0.00007436237,0.0036877,0.01190808,0.00009764892,0.0004512911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05489735,"threshold_uncertainty_score":0.2903284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405891489016526,"score_gpt":0.4959011252635467,"score_spread":0.3553119763618941,"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."}}