{"id":"W4410059434","doi":"10.63471/drsdr24003","title":"Digital Transformation in Business: Strategies and Implications for Organizational Change","year":2024,"lang":"en","type":"article","venue":"Demographic Research and Social Development Reviews","topic":"Digitalization and Economic Development in Agriculture","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Transformation (genetics); Digital transformation; Business transformation; Business; Organizational change; Process management; Business model; Knowledge management; Computer science; Electronic business; Marketing; Political science; Public relations; Business relationship management; World Wide Web; Chemistry","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":[0.003667405,0.000389443,0.000305864,0.002738067,0.004033041,0.01750299,0.001224767,0.003318817,0.007378572],"category_scores_gemma":[0.00381405,0.0001494928,0.0003827711,0.00322367,0.01484847,0.009953992,0.005956691,0.002117289,0.0007534167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006258537,"about_ca_system_score_gemma":0.007304126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00210993,"about_ca_topic_score_gemma":0.003266583,"domain_scores_codex":[0.9976029,0.001365071,0.00007598298,0.000159719,0.0002951593,0.0005011815],"domain_scores_gemma":[0.9968323,0.001417349,0.0002897995,0.000189642,0.0003468069,0.000924176],"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":[0.00001968607,0.0001658794,0.003042152,0.0002374083,0.0000114478,0.0002665967,0.006186921,0.000631096,0.0001833983,0.8999257,0.008272508,0.08105724],"study_design_scores_gemma":[0.0000250809,0.0001115088,0.005271731,0.000848306,0.00001402603,0.0003678045,0.1008503,0.00196498,0.0004990195,0.6266122,0.2633929,0.00004207308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08717354,0.03783615,0.01782597,0.2955441,0.0013732,0.0003177777,0.00009092346,0.0001347788,0.5597035],"genre_scores_gemma":[0.9605384,0.01519391,0.00561112,0.004863762,0.0003687507,0.0001406622,0.0000435668,0.000019966,0.01321985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01750299,"threshold_uncertainty_score":0.04540902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086389090992646,"score_gpt":0.3200778273409702,"score_spread":0.2114389182417057,"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."}}