{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004509775,0.00008297999,0.00009605258,0.00007423412,0.00006443722,0.00008850802,0.00007724342,0.00003219002,0.001153623],"category_scores_gemma":[0.00001445065,0.00008120095,0.00002225007,0.0002281794,0.00001879219,0.001876297,0.00004422799,0.00007707262,0.0002649573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001557992,"about_ca_system_score_gemma":0.00005052462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04346492,"about_ca_topic_score_gemma":0.7829033,"domain_scores_codex":[0.9993529,0.000001738488,0.000212278,0.00009410053,0.0001773738,0.0001616328],"domain_scores_gemma":[0.9998183,0.00001120954,0.00005912083,0.00008661848,0.00002023449,0.000004542925],"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":[0.00006542305,0.0001578505,0.1589344,0.0001317875,0.00005144351,0.00017224,0.0002123312,0.0005465171,0.0003692819,0.7939029,0.02281515,0.02264071],"study_design_scores_gemma":[0.0007869144,0.000002212664,0.05926267,0.00002177605,0.000005986214,0.000003121368,0.002735749,0.001273588,0.001039686,0.00090004,0.9337249,0.0002433842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3515693,0.00000966445,0.0002605544,0.002922183,0.0001514164,0.00006831426,0.000008619293,0.00002854149,0.6449814],"genre_scores_gemma":[0.9888239,0.000008533063,0.000007600131,0.002727617,0.00004361243,0.000006241635,0.0001389324,0.000004675058,0.008238872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9109097,"threshold_uncertainty_score":0.9997594,"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."}}