{"id":"W4416003111","doi":"10.5465/amproc.2025.13910symposium","title":"Digital Transformation and Dirty Work","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Brock University","funders":"","keywords":"Digital transformation; Mirroring; Work (physics); Social transformation; Digital goods; Stigma (botany); Perception; Emerging technologies","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":[0.0002903607,0.00006102991,0.00008433647,0.0001232507,0.0001453197,0.0001568029,0.000125046,0.00006205973,0.000008574773],"category_scores_gemma":[0.000009856448,0.00006291494,0.00002835234,0.0003655968,0.0001248734,0.002179884,0.00002142355,0.00006265771,0.000006788235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002278493,"about_ca_system_score_gemma":0.000004854618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001907069,"about_ca_topic_score_gemma":4.905738e-7,"domain_scores_codex":[0.9994283,0.000001942369,0.000198641,0.000101817,0.0001311917,0.000138131],"domain_scores_gemma":[0.999872,0.00001608549,0.00005110828,0.00001252729,0.00001565566,0.00003265567],"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":[0.00001192006,0.00001092777,0.001408249,0.00009520762,0.00001792664,1.590579e-8,0.001611003,4.009836e-7,7.133034e-7,0.5587761,0.001029917,0.4370376],"study_design_scores_gemma":[0.0003925252,0.00001217919,0.01937393,0.0002058137,0.00003598796,8.128459e-8,0.006788309,0.000009523842,0.0002870995,0.03961005,0.9331569,0.0001276079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1130004,0.00005952161,0.0003946872,0.007039628,0.00002585217,0.0002948001,0.00000113804,0.00005384303,0.8791301],"genre_scores_gemma":[0.9942017,0.000373203,0.000100378,0.0002891556,0.00001463339,0.00001544201,0.000001646167,0.000002266699,0.005001526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9321269,"threshold_uncertainty_score":0.2565597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156736624952661,"score_gpt":0.2606880094883145,"score_spread":0.2491206432387879,"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."}}