{"id":"W4378981618","doi":"10.1287/mnsc.2023.4808","title":"Work Style Diversity and Diffusion Within and Across Organizations: Evidence from Soviet-Style Hockey","year":2023,"lang":"en","type":"article","venue":"Management Science","topic":"Culture, Economy, and Development Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"League; Style (visual arts); Diversity (politics); Individualism; Psychology; Work (physics); Demographic economics; Political science; Sociology; History; Law; Economics; Engineering","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":[0.002350242,0.0001961662,0.0002952762,0.001593619,0.001086507,0.001389703,0.0006545188,0.0005308912,0.002171188],"category_scores_gemma":[0.007602602,0.0003776948,0.0003202793,0.001978804,0.001282222,0.001019675,0.001619099,0.000653198,0.0003599442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006164972,"about_ca_system_score_gemma":0.0005424752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03983286,"about_ca_topic_score_gemma":0.06999768,"domain_scores_codex":[0.9983869,0.0005311149,0.000124361,0.0004438923,0.0002743379,0.0002394589],"domain_scores_gemma":[0.98956,0.002466874,0.004973293,0.001036141,0.0009812964,0.0009823666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000702648,0.00006181846,0.9887706,0.00001776227,0.00007973868,0.00004956038,0.005683367,0.00004484228,0.00015902,0.0001082058,0.0002097847,0.004745043],"study_design_scores_gemma":[0.000001904102,0.00003167127,0.9959715,0.00001109697,0.000007698181,0.00002546728,0.003576007,0.00003329808,0.00003784609,0.00002274701,0.0002764854,0.000004200861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990003,0.0001647261,0.00005255928,0.0000666811,0.000004522835,0.000003333511,0.0001068776,7.348861e-7,0.0006002762],"genre_scores_gemma":[0.9991421,0.0002110281,0.00006144479,0.00003841795,0.000009484676,0.00000823288,0.0001910841,0.000002657863,0.0003355743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03983286,"threshold_uncertainty_score":0.079202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04084799748447939,"score_gpt":0.2933845947076105,"score_spread":0.2525365972231312,"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."}}