{"id":"W4411442611","doi":"10.62477/jkmp.v25i4.539","title":"Strategic Knowledge Management for Institutional Effectiveness in Construction Procurement: The Role of Stakeholder Inter-Communication","year":2025,"lang":"en","type":"article","venue":"Journal of Knowledge Management and Practice","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Knowledge management; Knowledge sharing; Business; Leverage (statistics); Procurement; Stakeholder; Intellectual capital; Knowledge transfer; Process management; Public relations; Marketing; Computer science","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":[0.006040897,0.0001405206,0.0002424979,0.0005341822,0.0004613898,0.0001453467,0.0004726877,0.00006175679,0.00001193431],"category_scores_gemma":[0.0002551107,0.000115606,0.00008951697,0.0007184923,0.000278951,0.0007270859,0.0002018286,0.0002157121,0.000003289318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083553,"about_ca_system_score_gemma":0.000109074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002024689,"about_ca_topic_score_gemma":0.0002875181,"domain_scores_codex":[0.9980376,0.0007903938,0.0005664421,0.0001780096,0.0002186229,0.0002089015],"domain_scores_gemma":[0.9978166,0.001024052,0.0004535703,0.0001937457,0.0004730129,0.00003897607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004230208,0.0004208047,0.001825591,0.000627019,0.0004045902,0.000002619177,0.004707019,0.00001850911,0.00001964464,0.8660243,0.0002310981,0.1252958],"study_design_scores_gemma":[0.003315259,0.0001462584,0.006121811,0.001642169,0.0009039334,0.000005706753,0.1423723,0.0003768111,0.0001394029,0.07866471,0.7660657,0.0002459658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01069489,0.01147777,0.003235861,0.0006361494,0.0006376716,0.001370277,0.00000133438,0.00001430859,0.9719318],"genre_scores_gemma":[0.9934765,0.002522896,0.002052847,0.00002265487,0.00008851023,0.00007639101,0.000002411008,0.000007299349,0.001750514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9827816,"threshold_uncertainty_score":0.4714275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06121742634593887,"score_gpt":0.3570309672386714,"score_spread":0.2958135408927326,"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."}}