{"id":"W4416000660","doi":"10.5465/amproc.2025.10254symposium","title":"From Digital to AI Transformation? Evolution or Illusion and What it Means for Management","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Digital transformation; Cloud computing; The Internet; Generative grammar; Illusion; Industrial Revolution; Obstacle; Applications of artificial intelligence","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":[0.0001935704,0.0001552984,0.0001563981,0.0003888108,0.0001532747,0.0006145673,0.0007319385,0.00006832736,0.000009263136],"category_scores_gemma":[0.00001061727,0.0001442855,0.00005203133,0.0005905073,0.00002489985,0.006611283,0.0005506321,0.0001002605,0.00001525964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001079129,"about_ca_system_score_gemma":0.000005519118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006414855,"about_ca_topic_score_gemma":0.00000136096,"domain_scores_codex":[0.9986741,0.000003240235,0.0003799856,0.0004302363,0.0002877887,0.0002246342],"domain_scores_gemma":[0.9996117,0.00005135405,0.00009789639,0.0001004707,0.00007823475,0.00006038498],"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":[0.0001509549,0.0001156633,0.00006667218,0.0009674532,0.0002774374,6.617672e-7,0.004839009,0.00006600194,0.0001901246,0.6138013,0.03187667,0.347648],"study_design_scores_gemma":[0.002085562,0.0002278991,0.008069087,0.002284572,0.0002684702,0.000003268049,0.02644423,0.04731575,0.002133087,0.1447772,0.7657914,0.0005995682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01676277,0.00007982425,0.8559893,0.1130819,0.0002981925,0.001821978,0.000009634078,0.0001743989,0.01178194],"genre_scores_gemma":[0.9218581,0.0005121133,0.06117244,0.01120715,0.00007242703,0.0004134016,0.000008874049,0.00001662126,0.00473888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9050953,"threshold_uncertainty_score":0.5926286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443470042133408,"score_gpt":0.2965472563775601,"score_spread":0.282112555956226,"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."}}