{"id":"W3185736914","doi":"10.1177/87569728211020606","title":"Opening the Black Box of Benefits Management in the Context of Projects","year":2021,"lang":"en","type":"article","venue":"Project Management Journal","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Popularity; Variety (cybernetics); Perspective (graphical); Task (project management); Context (archaeology); Process management; Knowledge management; Management science; Business; Risk analysis (engineering); Computer science; Engineering; Psychology; Social psychology; Systems engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00775326,0.0002192395,0.0003851677,0.0008967639,0.0002883399,0.0004730141,0.00201984,0.00004135762,0.0003542672],"category_scores_gemma":[0.0002091977,0.0001191794,0.0002441161,0.003305396,0.0002245672,0.0005087159,0.0007751989,0.0003728438,0.00003518546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004437291,"about_ca_system_score_gemma":0.00008779155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003008733,"about_ca_topic_score_gemma":0.00007682828,"domain_scores_codex":[0.9949284,0.0006322781,0.001426912,0.0004124356,0.00220426,0.0003956831],"domain_scores_gemma":[0.9973436,0.0004066077,0.0009015757,0.0009129106,0.0004039154,0.00003140851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002575296,0.0003912353,0.02927089,0.0002885818,0.0005965952,0.0003274253,0.0151053,0.0006641343,0.00003938716,0.1329451,0.02904728,0.7910665],"study_design_scores_gemma":[0.006688014,0.0004415399,0.0838796,0.0009123801,0.0005723426,0.0007228285,0.4762731,0.00510886,0.002428381,0.02450278,0.3975825,0.0008876749],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5207022,0.00159321,0.001367594,0.004574444,0.001299448,0.003016094,0.00001200977,0.00002536856,0.4674096],"genre_scores_gemma":[0.9910262,0.001554577,0.001875562,0.0004625059,0.00008406128,0.00004968783,0.000002441016,0.00001297234,0.00493195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7901789,"threshold_uncertainty_score":0.4859993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237210571787852,"score_gpt":0.3679998820618492,"score_spread":0.244278824883064,"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."}}