{"id":"W4295769419","doi":"10.23919/picmet53225.2022.9882702","title":"Realizing Value from Digital Transformation: Benefits Management Re-imagined","year":2022,"lang":"en","type":"article","venue":"2022 Portland International Conference on Management of Engineering and Technology (PICMET)","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Digital transformation; Transformation (genetics); Computer science; Value (mathematics); World Wide Web","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":[0.009287789,0.001128071,0.0007371271,0.002543782,0.006842602,0.02834413,0.001918907,0.006359613,0.01058127],"category_scores_gemma":[0.01774082,0.0004311631,0.0006106607,0.002576076,0.02467917,0.04263727,0.01787859,0.009146067,0.002599798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008759777,"about_ca_system_score_gemma":0.01252083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035567,"about_ca_topic_score_gemma":0.00272953,"domain_scores_codex":[0.9913074,0.003800596,0.000265236,0.0007342204,0.00269274,0.001199845],"domain_scores_gemma":[0.9895005,0.003268191,0.0006880451,0.001686758,0.002486651,0.002369835],"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":[0.00006706089,0.00007466857,0.001035793,0.0002314977,0.00003351496,0.0003467836,0.004122959,0.0006779725,0.000532798,0.8845121,0.02662538,0.08173949],"study_design_scores_gemma":[0.00001708923,0.00006398692,0.0008036386,0.0005512012,0.00002436711,0.000300183,0.01109897,0.0007651959,0.0004736523,0.7781401,0.207719,0.00004260692],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04493808,0.01309103,0.0491127,0.3919959,0.003344828,0.0001719808,0.0001804625,0.000344093,0.496821],"genre_scores_gemma":[0.9283829,0.009949442,0.01355772,0.01730646,0.001924009,0.0001748378,0.0001412788,0.0002862231,0.02827709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02834413,"threshold_uncertainty_score":0.06355697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630368357766705,"score_gpt":0.2169262102366291,"score_spread":0.200622526658962,"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."}}