{"id":"W4413958643","doi":"10.5267/j.jpm.2025.8.003","title":"Flexible work environments in enhancing creativity and innovation within emerging projects in Saudi companies","year":2025,"lang":"en","type":"article","venue":"Journal of Project Management","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Work (physics); Business; Knowledge management; Engineering management; Process management; Engineering; Computer science; Mechanical engineering; Psychology","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":[0.003623315,0.00009836615,0.0002240643,0.001358288,0.000122193,0.00007444972,0.0001660586,0.0000456583,0.0000138927],"category_scores_gemma":[0.0001352685,0.00009936964,0.00001967482,0.001484306,0.00007540183,0.000359543,0.000111166,0.0001960929,0.000001704087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007717375,"about_ca_system_score_gemma":0.0001634275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002021481,"about_ca_topic_score_gemma":0.0004529174,"domain_scores_codex":[0.9985231,0.000199514,0.0006424968,0.0001575303,0.000257795,0.000219608],"domain_scores_gemma":[0.9994252,0.00009129812,0.0003724935,0.00007225275,0.00002270439,0.00001601789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001744519,0.0003645063,0.8061677,0.0002569545,0.000204756,0.0000598252,0.1134882,0.0008313775,0.000185602,0.03457649,0.002367665,0.04132247],"study_design_scores_gemma":[0.003838088,0.0001147567,0.7240378,0.002737384,0.00006823919,0.000001958389,0.1942132,0.0001414011,0.001337465,0.01118524,0.06177229,0.0005521977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662151,0.0001581675,0.001502171,0.0008385271,0.0005068821,0.0006301189,1.706307e-7,0.00001045558,0.03013837],"genre_scores_gemma":[0.9876138,0.0003899113,0.007336551,0.000183045,0.00005101241,0.00002781961,5.908466e-7,0.000006215527,0.00439107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08213,"threshold_uncertainty_score":0.4052176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03618229851040351,"score_gpt":0.3383191594779605,"score_spread":0.302136860967557,"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."}}