{"id":"W4416000799","doi":"10.5465/amproc.2025.20502symposium","title":"Hype and Polarization: Insights and Implications for Organization Theory and Empirical Research","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Empirical research; Organization studies; Organizational theory; Field (mathematics); Empirical evidence","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":[0.004184363,0.0002333471,0.0005689787,0.001700221,0.001978467,0.007911706,0.0006994068,0.001684897,0.009987808],"category_scores_gemma":[0.02584103,0.0003245794,0.0003754778,0.00331905,0.01198856,0.009861732,0.00355396,0.002556101,0.0005067905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140599,"about_ca_system_score_gemma":0.001763117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009222184,"about_ca_topic_score_gemma":0.001087852,"domain_scores_codex":[0.9969742,0.001547715,0.0001122473,0.0002769391,0.0006531015,0.0004357956],"domain_scores_gemma":[0.9539128,0.0361665,0.003768862,0.00208509,0.001884924,0.002181803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001442249,0.0001695385,0.02917873,0.0001431793,0.00002924607,0.0002007079,0.01195678,0.0007857179,0.0008380471,0.92045,0.001965302,0.03413855],"study_design_scores_gemma":[0.00002863277,0.00006311889,0.02771891,0.00009715492,0.00001810433,0.0002474447,0.01174656,0.002569906,0.0003253232,0.9516565,0.005498974,0.00002949035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5712827,0.00432353,0.08718947,0.04323611,0.0003639675,0.0001188444,0.0004330415,0.00009135235,0.2929611],"genre_scores_gemma":[0.9950154,0.0006532689,0.002159086,0.0003334774,0.000148846,0.00005041097,0.00003714524,0.00001838891,0.001583809],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009987808,"threshold_uncertainty_score":0.03341252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263711278878925,"score_gpt":0.3311344675779467,"score_spread":0.2884973547891575,"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."}}