{"id":"W4416006859","doi":"10.5465/amproc.2025.10250symposium","title":"Then & Now: Workplace Deviance","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Crime, Deviance, and Social Control","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Deviance (statistics); Session (web analytics); Construct (python library); Work (physics)","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":[0.000999951,0.000144999,0.0002598818,0.0001603516,0.000468807,0.00009288731,0.0007015403,0.0001725628,0.00009465757],"category_scores_gemma":[0.00007581728,0.000153662,0.00009494046,0.0008135875,0.000318089,0.0003701345,0.0001417674,0.0002264592,0.00009023087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047354,"about_ca_system_score_gemma":0.00003050195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006033805,"about_ca_topic_score_gemma":0.00003747919,"domain_scores_codex":[0.9984456,0.00001974785,0.0003114182,0.0003319105,0.0004596275,0.0004316779],"domain_scores_gemma":[0.999551,0.00005560174,0.0001690474,0.00005943804,0.00009014749,0.00007479123],"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":[0.00004755402,0.00005908447,0.005442725,0.0002013512,0.00009117067,3.138379e-7,0.005728723,6.154227e-7,0.00005897337,0.8528254,0.08515256,0.05039153],"study_design_scores_gemma":[0.0003696893,0.000007837341,0.007226955,0.0001633218,0.00006411903,4.054029e-8,0.005173216,0.000005189734,0.00005955553,0.03228521,0.9544963,0.0001485191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03766709,0.001251297,0.0004058682,0.02082112,0.0001817594,0.0008205101,0.000001642942,0.0001872822,0.9386634],"genre_scores_gemma":[0.8511376,0.001635098,0.0007810381,0.00202901,0.0002056807,0.00006265737,6.329705e-7,0.00001075612,0.1441375],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8693438,"threshold_uncertainty_score":0.6266155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609598193571465,"score_gpt":0.3393127100279245,"score_spread":0.3132167280922099,"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."}}