{"id":"W4409582097","doi":"10.26794/2308-944x-2025-13-1-93-108","title":"A Comprehensive Review of Enhancing Collaboration and Performance in Virtual Teams","year":2025,"lang":"en","type":"review","venue":"Review of Business and Economics Studies","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Knowledge management; Business; Process management; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005473008,0.0003450928,0.003816304,0.0001851067,0.00004940381,0.000007563886,0.0001322788,0.0001133707,0.0000166594],"category_scores_gemma":[0.0001049374,0.0002823167,0.0001201704,0.0005254869,0.0001485723,0.0001050508,0.0001853448,0.0001525574,0.000002997423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006611321,"about_ca_system_score_gemma":0.0002115923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001884468,"about_ca_topic_score_gemma":0.00003795557,"domain_scores_codex":[0.9977979,0.00009949048,0.00152183,0.0003652435,0.00004585125,0.0001697004],"domain_scores_gemma":[0.9979814,0.0002822995,0.001074417,0.0003112931,0.0003267823,0.00002376468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002641613,0.00001295391,0.00003282765,0.5391239,0.0001146761,2.932182e-7,0.00006918958,4.552279e-7,7.623624e-9,0.0003973362,0.00009930711,0.4601464],"study_design_scores_gemma":[0.0001046872,0.00004045715,0.0002175075,0.5510177,0.0003589291,0.000008482918,0.0001036498,0.000006505063,2.526963e-8,0.000006603899,0.4479755,0.0001599525],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005089061,0.9973137,0.000003695364,0.0001068477,0.0003961746,0.001070633,0.00009729739,0.000004675991,0.0004980932],"genre_scores_gemma":[0.00002965182,0.9993014,0.00005392227,0.0002330217,0.00003886636,0.0001763954,0.0000504552,0.00001666083,0.00009960772],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4599865,"threshold_uncertainty_score":0.9999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407021037387396,"score_gpt":0.3537398667420416,"score_spread":0.3196696563681676,"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."}}