{"id":"W4404878890","doi":"10.5539/ijbm.v19n6p321","title":"Efficiency of Information Systems: Influence on Collective Intelligence and Organizational Agility","year":2024,"lang":"en","type":"article","venue":"International Journal of Business and Management","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Knowledge management; Collective intelligence; Business; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006188885,0.0003533833,0.0004268031,0.003607929,0.0009604699,0.004013565,0.000435523,0.0008345577,0.002661805],"category_scores_gemma":[0.03374498,0.0002037434,0.0005437235,0.002743054,0.00218026,0.002381907,0.002013768,0.0008307988,0.0003390743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115755,"about_ca_system_score_gemma":0.0009123486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009762187,"about_ca_topic_score_gemma":0.0009030612,"domain_scores_codex":[0.9913654,0.004284003,0.0006980086,0.0005663735,0.002300147,0.0007861383],"domain_scores_gemma":[0.8786769,0.0885207,0.02044753,0.003855515,0.005043079,0.003456234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000264613,0.000574805,0.9100847,0.0003656182,0.0007228659,0.0004259401,0.01045434,0.006700062,0.003123848,0.009144759,0.0005565254,0.0575819],"study_design_scores_gemma":[0.00002467346,0.0004349746,0.9669381,0.0001355663,0.0002076235,0.0002974334,0.01288483,0.00766129,0.002177208,0.006313179,0.002881845,0.00004326419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805548,0.0002862076,0.00223398,0.0004326146,0.000009057614,0.00003721425,0.00002868956,0.00002609398,0.01639143],"genre_scores_gemma":[0.9994829,0.00004437716,0.000244946,0.0000137696,0.000007979167,0.00000823349,0.00001316072,0.000003840228,0.0001808278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006188885,"threshold_uncertainty_score":0.03273034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007462728694927683,"score_gpt":0.22854766672817,"score_spread":0.2210849380332424,"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."}}