{"id":"W3210125403","doi":"10.1109/icte51655.2021.9584780","title":"Survival in Hypercompetitive Environments: Digital Transformation at IT World Canada","year":2021,"lang":"en","type":"article","venue":"","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Digital transformation; Agile software development; Value proposition; Business; Adaptation (eye); Digital strategy; Process (computing); Face (sociological concept); Process management; Knowledge management; Computer science; Marketing; Management; Economics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002432919,0.0003279771,0.0003693582,0.001539484,0.04780357,0.0210092,0.001965242,0.002078392,0.008971554],"category_scores_gemma":[0.006010936,0.0002928486,0.0002923863,0.005026968,0.01769841,0.005062075,0.004960604,0.00458146,0.0006552718],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1520538,"about_ca_system_score_gemma":0.1813257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9865375,"about_ca_topic_score_gemma":0.994886,"domain_scores_codex":[0.9957681,0.0008911924,0.00005903005,0.0002565017,0.001424621,0.001600703],"domain_scores_gemma":[0.9927431,0.001176401,0.000247427,0.0002508792,0.0022877,0.003294388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001049479,0.0001478757,0.01942479,0.0001296094,0.00002037703,0.006921696,0.7434967,0.0009512886,0.001132124,0.1150181,0.05729665,0.05535593],"study_design_scores_gemma":[0.000007469677,0.00003161517,0.007006825,0.0000893097,0.00001278777,0.0005349953,0.6306802,0.000570078,0.0005500892,0.002775036,0.3576587,0.00008288821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7049173,0.002277951,0.001503302,0.05372236,0.0004406123,0.0001007434,0.0003048155,0.0001457601,0.2365871],"genre_scores_gemma":[0.9492716,0.001548301,0.0006153429,0.002463013,0.00002498712,0.00001279749,0.00008523183,0.00008284479,0.04589575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1520538,"threshold_uncertainty_score":0.9834974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007591347266614458,"score_gpt":0.1702918916619923,"score_spread":0.1627005443953779,"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."}}