{"id":"W4400987312","doi":"10.54097/qd1qxt64","title":"Transformation Journey of Blackberry: From Mobile Communications to Network Security Giant","year":2024,"lang":"en","type":"article","venue":"Journal of Education Humanities and Social Sciences","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Focus (optics); Software; Business model; Business; Computer security; Marketing; Telecommunications; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004484454,0.0000513404,0.0001090204,0.0001690418,0.0004401458,0.0003463771,0.000239134,0.00003700954,0.00008875171],"category_scores_gemma":[0.00001456088,0.00004207866,0.00004578917,0.0002842649,0.0002100132,0.001707728,0.00002935037,0.0001056488,0.000006838979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002270557,"about_ca_system_score_gemma":0.0001426112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003091174,"about_ca_topic_score_gemma":0.0002064002,"domain_scores_codex":[0.9993587,0.00000807757,0.0003315973,0.00004337552,0.0001732889,0.00008498567],"domain_scores_gemma":[0.9994434,0.00003394254,0.0002731136,0.00004631545,0.0001989026,0.000004377469],"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":[0.000006791644,0.00004293235,0.0003471178,0.00007413834,0.00001986642,1.643625e-7,0.01882194,0.00004462713,0.0000432924,0.9386619,0.02408119,0.017856],"study_design_scores_gemma":[0.000129718,0.00007809485,0.004789717,0.0002392121,0.00006376004,0.000004152605,0.1164058,0.00148901,0.00003217711,0.1382512,0.7383652,0.0001520509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401934,0.001734004,0.000254,0.007302507,0.001063689,0.0001376388,0.000009605017,0.00002282226,0.04928235],"genre_scores_gemma":[0.9978115,0.000214267,0.0001629091,0.0009587061,0.0007835951,0.000004599646,0.000005431645,0.000002259507,0.00005671967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8004108,"threshold_uncertainty_score":0.338529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0469481801844712,"score_gpt":0.3040170850679219,"score_spread":0.2570689048834506,"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."}}