{"id":"W4414893224","doi":"10.1038/s41598-025-10418-y","title":"Development and psychometric evaluation of a new genetic attitudes questionnaire in two national samples of United States residents","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Carl R. Woese Institute for Genomic Biology","keywords":"Exploratory factor analysis; Ethnic group; Law enforcement; Predictive power; Measure (data warehouse); Genetic testing; Measurement invariance; Psychometrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0132899,0.0004987149,0.0005020971,0.001875029,0.001395712,0.001143651,0.0008308067,0.0009111562,0.001716864],"category_scores_gemma":[0.01719201,0.0006413782,0.0009603209,0.001500033,0.0009600885,0.001223762,0.001809481,0.001413158,0.0005251539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178673,"about_ca_system_score_gemma":0.002180901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009515778,"about_ca_topic_score_gemma":0.01255817,"domain_scores_codex":[0.9968112,0.001479567,0.0004584366,0.0002720213,0.0007292752,0.0002495432],"domain_scores_gemma":[0.9870036,0.004804192,0.002192784,0.0009805674,0.003922394,0.00109632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000244259,0.003581315,0.9589062,0.00006577141,0.00009114986,0.0001315545,0.009130677,0.0002749599,0.0009664595,0.0002154989,0.001176734,0.02521545],"study_design_scores_gemma":[0.0001125285,0.001658876,0.9868041,0.00002776486,0.00002787494,0.0001263044,0.007790554,0.001006003,0.0004601467,0.0001570423,0.001803524,0.00002532819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996838,0.00002330385,0.0007129138,0.0001186894,0.00001508034,0.001065862,0.0003508966,0.00001298891,0.0008622228],"genre_scores_gemma":[0.9851179,0.0001253297,0.00622349,0.0004226859,0.00002269977,0.005315493,0.001606456,0.00001867197,0.001147276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0132899,"threshold_uncertainty_score":0.07028455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04262383896854147,"score_gpt":0.3739929709706922,"score_spread":0.3313691320021507,"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."}}