{"id":"W4401486790","doi":"10.1016/j.cll.2024.07.008","title":"Inclusive Laboratory Reference Intervals and Clinical Studies to Reduce Health Disparities","year":2024,"lang":"en","type":"review","venue":"Clinics in Laboratory Medicine","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Women and Children’s Health Research Institute; University of Alberta; University of Calgary","funders":"Clinical Trials Fund, Canadian Institutes of Health Research","keywords":"Health equity; Ethnic group; Health care; Race and health; Equity (law); Medicine; Psychology; Gerontology; Family medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07724221,0.0008011532,0.01015476,0.001330698,0.0001939718,0.00007530239,0.0007469366,0.0007899358,0.00008280011],"category_scores_gemma":[0.04756594,0.0007708665,0.0002374318,0.001450747,0.0007960467,0.0002989082,0.0006818239,0.002010616,0.001521253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956693,"about_ca_system_score_gemma":0.002719968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001879988,"about_ca_topic_score_gemma":0.0004726935,"domain_scores_codex":[0.9763331,0.003117454,0.01760239,0.001969857,0.0002276421,0.000749515],"domain_scores_gemma":[0.982307,0.009348173,0.00576484,0.001384865,0.0004139493,0.0007812322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000308381,0.0002698173,0.00195184,0.1312767,0.001405458,0.00005279143,0.006939657,0.000001356467,9.966345e-9,0.1191283,0.6547898,0.08415345],"study_design_scores_gemma":[0.0004962732,0.0005003854,0.0001601607,0.0432236,0.0001569484,0.000003449746,0.002089989,0.00001230593,7.19234e-9,0.004688961,0.948091,0.0005769185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002394127,0.9498863,0.000021188,0.03875583,0.006227469,0.002003572,0.002476283,0.00009819418,0.00029179],"genre_scores_gemma":[0.00006100676,0.9659767,0.0005933756,0.02992011,0.00232558,0.0004128784,0.0001220957,0.0001376907,0.0004505228],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2933012,"threshold_uncertainty_score":0.9994742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6764303125848595,"score_gpt":0.6392257944114046,"score_spread":0.03720451817345494,"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."}}