{"id":"W2300961316","doi":"10.5539/ibr.v9n2p153","title":"The Role of Organizational Agility in Reinforcing Job Engagement: A Study on Industrial Companies in Egypt","year":2016,"lang":"en","type":"article","venue":"International Business Research","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Business administration; Marketing; Psychology; Operations management; 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":[0.002378667,0.0001112598,0.0001422662,0.0009668749,0.0001709183,0.0002829071,0.0006814493,0.00004729979,0.0003408193],"category_scores_gemma":[0.005290912,0.00007430763,0.00001994536,0.002294014,0.000136123,0.0007226228,0.0005069883,0.0002575183,0.00009899835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002419464,"about_ca_system_score_gemma":0.0001342275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241076,"about_ca_topic_score_gemma":0.001953515,"domain_scores_codex":[0.9976239,0.0001227103,0.000513381,0.0002615243,0.001233401,0.0002450355],"domain_scores_gemma":[0.9968787,0.0009260416,0.0001455257,0.0002438676,0.001797465,0.000008405752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003654112,0.0002764852,0.9739009,0.000007648218,0.00001983435,0.000006270638,0.0001463829,0.0006117321,0.0005729681,0.01988081,0.0003602753,0.003851282],"study_design_scores_gemma":[0.002046704,0.00002184376,0.9695066,0.0001997762,0.000002288413,2.778453e-7,0.002099291,0.0006345799,0.0002053474,0.005164174,0.02000806,0.0001110458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819218,0.00001722073,0.00006778516,0.003428354,0.0004813603,0.000589858,0.000007545778,0.00002156401,0.0134645],"genre_scores_gemma":[0.9990266,0.00001065001,0.000005195802,0.00003589622,0.0005426765,0.00008411567,0.00001037951,0.00001472253,0.0002697756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01964779,"threshold_uncertainty_score":0.6334097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07710938429564729,"score_gpt":0.3451354156806263,"score_spread":0.268026031384979,"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."}}