{"id":"W4400443881","doi":"10.5465/amproc.2024.10651symposium","title":"Embracing Structure in Organizations: The Interplay Between Perceptions and Benefits of Structure","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Organizational structure; Perception; Business; Knowledge management; Psychology; Management; Computer science; Economics; Neuroscience","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":[0.01169218,0.0003208625,0.0002805638,0.001263286,0.003562643,0.008430502,0.0005148874,0.001436003,0.001647084],"category_scores_gemma":[0.0227359,0.0004054391,0.0003431556,0.0006505536,0.01112096,0.005862414,0.005495104,0.002871501,0.0001405258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261285,"about_ca_system_score_gemma":0.0021976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002206224,"about_ca_topic_score_gemma":0.003708757,"domain_scores_codex":[0.9865202,0.00844143,0.0003844129,0.0005291672,0.003107342,0.001017519],"domain_scores_gemma":[0.9755498,0.01266399,0.004269134,0.001030683,0.001575754,0.00491066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003191014,0.0004397178,0.15277,0.0003464515,0.000130543,0.0004209561,0.7157895,0.0007843603,0.007607961,0.05262589,0.001732658,0.06703285],"study_design_scores_gemma":[0.00005862011,0.001026428,0.1962381,0.0003778273,0.00007049167,0.0004643341,0.7241408,0.001590964,0.001195421,0.03984032,0.03484483,0.0001519301],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644266,0.0007049129,0.004227235,0.004381439,0.00005811725,0.00003079915,0.00001200923,0.00001625971,0.0261425],"genre_scores_gemma":[0.9988732,0.0001947726,0.0004342081,0.0001607074,0.00001547397,0.000006768475,0.000004045254,0.000005970652,0.0003049886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01169218,"threshold_uncertainty_score":0.06183493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01346510687708167,"score_gpt":0.2497606391516252,"score_spread":0.2362955322745435,"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."}}