{"id":"W4306935887","doi":"10.1016/j.jwb.2022.101386","title":"A comparative evaluation of seven instruments for measuring values comprising Hofstede's model of culture","year":2022,"lang":"en","type":"article","venue":"Journal of World Business","topic":"Cultural Differences and Values","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hofstede's cultural dimensions theory; Equivalence (formal languages); Reliability (semiconductor); Psychology; Social psychology; Cultural values; Dimension (graph theory); Sociology; Statistics; Social science; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089329,0.0001141255,0.0004655298,0.0001951606,0.0001227852,0.00001448888,0.0002309829,0.00002591053,0.0001803884],"category_scores_gemma":[0.00003727201,0.00008589929,0.0001433406,0.0004177015,0.00004261688,0.000159485,0.00005917862,0.0001621167,3.728761e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009923561,"about_ca_system_score_gemma":0.0000963533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003744543,"about_ca_topic_score_gemma":0.00001903362,"domain_scores_codex":[0.9982659,0.0002080239,0.0005920435,0.0001109073,0.0006972047,0.0001258689],"domain_scores_gemma":[0.997138,0.00004709843,0.001064045,0.0001074658,0.001612615,0.00003077044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005196669,0.003226845,0.04187645,0.0006455257,0.002773901,0.000005367308,0.1328621,0.6050675,0.1401364,0.00399864,0.01827545,0.04593513],"study_design_scores_gemma":[0.01902694,0.001353019,0.5808651,0.001489716,0.002582656,0.0001942565,0.0524504,0.2953572,0.01375619,0.03035615,0.001600737,0.000967678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966828,0.0005458981,0.0007776573,0.0001759587,0.0005697805,0.0002786895,0.00003730529,0.000004022065,0.0009279502],"genre_scores_gemma":[0.998099,0.00000543847,0.001208866,0.00002551546,0.00009573557,0.00001352761,0.000009734776,0.00000799704,0.0005341514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5389886,"threshold_uncertainty_score":0.3502871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3228837831423281,"score_gpt":0.4226604521952382,"score_spread":0.0997766690529101,"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."}}