{"id":"W3096394540","doi":"10.1182/blood-2020-143169","title":"Evidence of Educational Bias in Cognitive Screening of Adults with Sickle Cell Disease: Comparison of Available Tools and Possible Strategies for Mitigation","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre Hospitalier de l’Université de Montréal; University Health Network","funders":"","keywords":"Montreal Cognitive Assessment; Dementia; Cognition; Population; Gerontology; Medicine; Disease; Inclusion (mineral); Psychology; Cognitive impairment; Pediatrics; Clinical psychology; Family medicine; Psychiatry; Environmental health; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07383321,0.0007965288,0.001655976,0.004922753,0.0007553862,0.002422102,0.001586905,0.0012982,0.001555664],"category_scores_gemma":[0.136211,0.0003614655,0.003357052,0.003930065,0.001465199,0.002191213,0.002295197,0.0009204728,0.0001476181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001439741,"about_ca_system_score_gemma":0.002151259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005208474,"about_ca_topic_score_gemma":0.007472803,"domain_scores_codex":[0.9453074,0.03572112,0.006684337,0.002949301,0.008408715,0.0009292376],"domain_scores_gemma":[0.8207253,0.1260156,0.03699215,0.004297193,0.01069068,0.001279162],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002208587,0.0001992423,0.930257,0.002931478,0.00430581,0.00006011748,0.001504659,0.0001534988,0.00006256596,0.0004977485,0.0004498778,0.05736947],"study_design_scores_gemma":[0.0004638544,0.002120969,0.9774648,0.005221212,0.006650329,0.0003380907,0.002445077,0.001648646,0.0002899669,0.0009709874,0.002303665,0.00008240565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343837,0.05662863,0.001891731,0.00259415,0.0002236417,0.0003103534,0.0008999957,0.00001664486,0.003051128],"genre_scores_gemma":[0.9933026,0.004151616,0.001416255,0.0004416279,0.00009397575,0.0001478758,0.0003471389,0.000004400501,0.0000944796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9261668,"threshold_uncertainty_score":0.390472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07149292074545707,"score_gpt":0.305231564310786,"score_spread":0.2337386435653289,"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."}}