{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001873252,0.0003171391,0.0002164512,0.001593279,0.01057503,0.01236122,0.0007745668,0.001716389,0.009397893],"category_scores_gemma":[0.002930105,0.0001525432,0.0004024743,0.001536376,0.02289675,0.006866577,0.01106672,0.002372736,0.0007171945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005005119,"about_ca_system_score_gemma":0.003459205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003305105,"about_ca_topic_score_gemma":0.00431817,"domain_scores_codex":[0.9971449,0.001225943,0.00008681075,0.0002269199,0.0006089355,0.0007064712],"domain_scores_gemma":[0.9983209,0.000699696,0.0002337174,0.0002669337,0.0001578272,0.0003208941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005800431,0.0001449662,0.004847019,0.0001702372,0.00001073208,0.0005620104,0.1886162,0.0003171475,0.0008813468,0.7198501,0.007045951,0.07749633],"study_design_scores_gemma":[0.00001281418,0.00008926656,0.006048116,0.0003911509,0.000009863691,0.0004937745,0.2552234,0.0003488434,0.001374962,0.110939,0.6250322,0.0000367223],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2905137,0.007207197,0.006621865,0.03594819,0.001002264,0.00005441455,0.00004684832,0.00008694625,0.6585186],"genre_scores_gemma":[0.9737187,0.002231074,0.0005679866,0.001213681,0.0001406207,0.00001865061,0.00001717781,0.00002726597,0.02206492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01236122,"threshold_uncertainty_score":0.03631485,"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."}}