{"id":"W2015108607","doi":"10.1016/j.jclinepi.2013.07.013","title":"Cross-cultural adaptation of the Health Education Impact Questionnaire: experimental study showed expert committee, not back-translation, added value","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Epidemiology","topic":"Health Education and Validation","field":"Social Sciences","cited_by":351,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Work & Health; St. Michael's Hospital","funders":"","keywords":"Content validity; Metric (unit); Psychology; Face validity; Confirmatory factor analysis; Index (typography); Medicine; Psychometrics; Clinical psychology; Applied psychology; Mathematics; Social psychology; Natural language processing; Physical therapy; Statistics; Computer science; Structural equation modeling","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":["metaresearch"],"domain":"methods","study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02359027,0.0001304619,0.0008892598,0.0000797183,0.0004156378,0.00003906376,0.0003657976,0.0002168246,0.0005795326],"category_scores_gemma":[0.02907084,0.0000824487,0.00041648,0.0002694446,0.0005028612,0.0006883779,0.0000190438,0.0004734059,0.00002999579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653474,"about_ca_system_score_gemma":0.003303153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01608184,"about_ca_topic_score_gemma":0.0005651976,"domain_scores_codex":[0.9788627,0.01637905,0.003865542,0.0001953919,0.0003955926,0.0003017097],"domain_scores_gemma":[0.9879073,0.006381308,0.00386688,0.0002336817,0.001201785,0.0004090829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001825711,0.002533237,0.8705977,0.00001643221,0.00006509067,7.595661e-8,0.03167884,0.0004179384,0.00003891902,0.003600385,0.02016677,0.07070202],"study_design_scores_gemma":[0.0008857395,0.001093479,0.9712268,0.00007876379,0.00001080804,0.000003650994,0.01695058,0.0005055685,0.0000181958,0.0008820152,0.008256163,0.00008825985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9334806,0.0006395333,0.0007245218,0.06031219,0.003750366,0.0008004722,0.000002149207,0.000009966376,0.0002802117],"genre_scores_gemma":[0.9909282,0.0002522546,0.002354488,0.004983129,0.001290382,0.00002462718,0.000005840183,0.000008384022,0.0001527344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006291,"threshold_uncertainty_score":0.9904702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.503309901258871,"score_gpt":0.6514578225306431,"score_spread":0.1481479212717721,"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."}}