{"id":"W4408532687","doi":"10.3390/admsci15030104","title":"Driving SME Growth Through Digital Leadership: Exploring Tenure and Transformation Dynamics","year":2025,"lang":"en","type":"article","venue":"Administrative Sciences","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yorkville University","funders":"","keywords":"Dynamics (music); Business; Transformation (genetics); Digital transformation; Public relations; Knowledge management; Sociology; Political science; 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":[0.0002584011,0.000119166,0.0001016153,0.0002047477,0.0004674162,0.0009371928,0.0001470727,0.00002584467,0.00001613123],"category_scores_gemma":[0.000101434,0.0001043017,0.0000264431,0.001067239,0.0002950666,0.003926984,0.00006273289,0.00007709084,0.00002379984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002601802,"about_ca_system_score_gemma":0.00002809721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008494757,"about_ca_topic_score_gemma":0.00007320783,"domain_scores_codex":[0.9991706,0.000004979045,0.0002024837,0.0002362477,0.0001829736,0.0002027094],"domain_scores_gemma":[0.999695,0.00003614945,0.00008616688,0.00006157302,0.0001161391,0.000004968823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003701308,0.00002193882,0.007079216,0.00009422892,0.000008549848,0.000001254845,0.0004697581,9.265257e-7,0.00001013381,0.9868339,0.0001470825,0.005329306],"study_design_scores_gemma":[0.001981546,0.0002336998,0.05908916,0.001192357,0.0001440715,0.000006929546,0.4232024,0.03990852,0.001567689,0.3956052,0.07541864,0.001649844],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1003888,0.00003805749,0.003984879,0.008215526,0.0004160994,0.0002038172,0.000001903688,0.00009864234,0.8866523],"genre_scores_gemma":[0.997695,0.000006718172,0.0001628527,0.001037218,0.00009867095,0.00002041472,0.00001345233,0.000003752585,0.0009619633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8973061,"threshold_uncertainty_score":0.9037371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1442784694002478,"score_gpt":0.3033619360484798,"score_spread":0.159083466648232,"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."}}