{"id":"W4385490398","doi":"10.1057/s41599-023-01960-z","title":"Variations in racial and ethnic groups’ trust in researchers associated with willingness to participate in research","year":2023,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"National Institute on Aging; National Institutes of Health","keywords":"Ethnic group; Health equity; Equity (law); Psychology; Likert scale; Transparency (behavior); Social psychology; Medicine; Political science; Developmental psychology; Public health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01813119,0.00006995987,0.0002135167,0.0006561427,0.001095205,0.0001342161,0.0004884267,0.0001555726,0.00001849986],"category_scores_gemma":[0.007699732,0.00006368981,0.00001543949,0.003477378,0.003203799,0.0001507934,0.0006603198,0.001655851,0.000005941465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042458,"about_ca_system_score_gemma":0.0004970264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003432023,"about_ca_topic_score_gemma":0.3258801,"domain_scores_codex":[0.9969913,0.001018161,0.0003371196,0.0002684526,0.0008315296,0.0005534654],"domain_scores_gemma":[0.9897777,0.009541994,0.0000362695,0.0003011373,0.0002708663,0.00007204519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008945263,0.0003467144,0.3795103,0.00005380186,0.00001277146,0.0000171586,0.1757591,0.0000296281,0.00005604693,0.441999,0.00006996367,0.002056052],"study_design_scores_gemma":[0.000671116,0.0002477993,0.9083135,0.000255081,0.00000347256,2.877998e-7,0.04186765,0.002584452,0.000001275456,0.04567524,0.0002969781,0.00008312243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659331,0.0001885273,0.000002384017,0.02591698,0.00001292328,0.0004686451,0.000006123419,0.00002220011,0.007449143],"genre_scores_gemma":[0.9971483,0.001529984,0.0001386067,0.0002757843,0.00002291558,0.0002257548,0.00001297223,0.000008606432,0.0006371253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5288032,"threshold_uncertainty_score":0.9995089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.955017607525326,"score_gpt":0.6911777983736059,"score_spread":0.2638398091517201,"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."}}