{"id":"W3109180265","doi":"10.31355/58","title":"Digital Innovation & Transformation Opportunities for Researchers & Practitioners – A Structured Literature Review & Proposed Model","year":2020,"lang":"en","type":"article","venue":"Journal of Digital Innovation for Humanity","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Knowledge management; Digital transformation; Agency (philosophy); Conceptual framework; Business; Management science; Sociology; Engineering ethics; Computer science; Engineering; Social science","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":[0.01499361,0.001227784,0.0008551112,0.01922978,0.002851776,0.01130289,0.002053992,0.003779221,0.006828597],"category_scores_gemma":[0.01600316,0.0005785736,0.001703044,0.01230588,0.004597681,0.01330063,0.00480955,0.002106839,0.001418494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008601744,"about_ca_system_score_gemma":0.03384352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003897482,"about_ca_topic_score_gemma":0.005343588,"domain_scores_codex":[0.9917463,0.004139097,0.001032107,0.0009239292,0.00166966,0.0004887941],"domain_scores_gemma":[0.9845037,0.008867397,0.00160129,0.0004258906,0.003820148,0.0007815497],"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":[0.0001109611,0.0003066674,0.008930597,0.02609917,0.0001814188,0.001096063,0.02426644,0.00237466,0.001047816,0.6895725,0.03087173,0.215142],"study_design_scores_gemma":[0.0001417134,0.0003859991,0.009334135,0.06831937,0.0008608382,0.003011463,0.08988054,0.01189237,0.001306296,0.3290886,0.4855708,0.0002079316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.06392484,0.1747568,0.1779285,0.3029439,0.003957208,0.01282642,0.004194017,0.0006238876,0.2588444],"genre_scores_gemma":[0.5714117,0.1441228,0.2210076,0.02019848,0.000912449,0.01482447,0.002802062,0.00008803931,0.02463238],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01922978,"threshold_uncertainty_score":0.07929474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.260263677841155,"score_gpt":0.3455376270081867,"score_spread":0.08527394916703179,"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."}}