{"id":"W4415537585","doi":"10.1177/2057150x251385829","title":"Chinese perspectives on organizational research: A summary of the 20th Workshop on Empirical Research in Organizational Sociology","year":2025,"lang":"en","type":"article","venue":"Chinese Journal of Sociology","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Organizational studies; Empirical research; Organization development; Organizational learning; Organizational analysis; Organizational behavior and human resources; Organizational commitment; Government (linguistics); China","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":[0.003018193,0.000212554,0.0004702941,0.001459182,0.0006119403,0.00004601505,0.0008140817,0.000214318,0.0004636781],"category_scores_gemma":[0.008055467,0.000124862,0.0001234035,0.00379074,0.001372845,0.0002226895,0.0007129214,0.001220449,0.00004524839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002538121,"about_ca_system_score_gemma":0.0002549781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001573783,"about_ca_topic_score_gemma":0.00003787277,"domain_scores_codex":[0.9974426,0.0004345395,0.0006361363,0.0003079384,0.0008041286,0.0003746327],"domain_scores_gemma":[0.9947639,0.002283816,0.0003382249,0.0002252325,0.002372773,0.00001610942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002220716,0.0004578636,0.739132,0.0000661552,0.000133632,0.00001001819,0.002373717,0.0003668097,0.0001204873,0.2240941,0.03297449,0.00004861681],"study_design_scores_gemma":[0.0008401058,0.00004956086,0.7157517,0.0001389097,0.00001394077,0.000001831509,0.004649225,0.00009467746,0.000003991682,0.2768315,0.001525552,0.00009899064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302989,0.00108625,0.00005715384,0.04805145,0.0006427583,0.0002725703,0.000003251216,0.00001412322,0.01957357],"genre_scores_gemma":[0.9954728,0.0002479403,0.00004553643,0.001936143,0.001557515,0.000005546247,0.00001671394,0.00002556995,0.0006922541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0651739,"threshold_uncertainty_score":0.9643728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07048902283991618,"score_gpt":0.3964309137387498,"score_spread":0.3259418908988336,"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."}}