{"id":"W3113359588","doi":"10.17722/ijme.v16i1.1179","title":"A framework of digitalization: Insights based on resource orchestration theory for digital transformation of traditional retailers","year":2020,"lang":"en","type":"article","venue":"International Journal of Management Excellence","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orchestration; Resource (disambiguation); Process management; Competition (biology); Digital transformation; Enterprise resource planning; Computer science; Offensive; Business; Knowledge management; World Wide Web; Operations research; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003219445,0.0001090605,0.0001521071,0.0003560226,0.00003705781,0.0001160487,0.0003952924,0.00004338625,0.00006915654],"category_scores_gemma":[0.0002205829,0.0001007949,0.0001177007,0.0003781934,0.00004120919,0.001525276,0.00002158137,0.00008481666,0.000004888574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002430052,"about_ca_system_score_gemma":0.00002280472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.343472e-7,"about_ca_topic_score_gemma":1.614493e-7,"domain_scores_codex":[0.9984207,0.00001126215,0.0006619566,0.0001276694,0.0007036296,0.0000747427],"domain_scores_gemma":[0.9981508,0.0001704266,0.0008533799,0.00008924043,0.0007244224,0.00001171689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00281542,0.0004759341,0.0007757743,0.000931322,0.0002697477,0.000009568504,0.0008558083,0.02809579,0.000461453,0.9350558,0.002466253,0.02778715],"study_design_scores_gemma":[0.007789977,0.001352424,0.01261713,0.003710539,0.0004806124,0.000009096035,0.005922101,0.1837066,0.007626849,0.6368143,0.1389948,0.0009756064],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09639253,0.00007451885,0.8241894,0.02885484,0.0008748283,0.0007275729,0.00004760425,0.00004030832,0.04879838],"genre_scores_gemma":[0.9946337,0.00001171,0.001224106,0.00318832,0.0007635803,0.000006135661,0.0001459224,0.00001146606,0.00001510872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8982411,"threshold_uncertainty_score":0.4110298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063258731176383,"score_gpt":0.2392204751431306,"score_spread":0.1985878878313667,"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."}}