{"id":"W4249330197","doi":"10.1002/9781118928806.ch5","title":"Practitioners","year":2017,"lang":"en","type":"other","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Milestone; Reuse; Engineering; Variety (cybernetics); Process (computing); Reputation; Principal (computer security); Engineering management; Studio; Process management; Business; Computer science; Sociology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005278121,0.00009481712,0.0001456811,0.0005002071,0.00009701251,0.000363736,0.000665832,0.00009129513,0.1315214],"category_scores_gemma":[0.0003339377,0.00006395792,0.00006219614,0.0001045922,0.00007842242,0.0001681972,0.0001096607,0.00007974697,0.01297502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006387788,"about_ca_system_score_gemma":0.00003560772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001448404,"about_ca_topic_score_gemma":0.0005248313,"domain_scores_codex":[0.998844,0.00002252996,0.0001330334,0.0002704836,0.0006375354,0.00009243959],"domain_scores_gemma":[0.9985677,0.00005235912,0.0004259423,0.0008851007,0.00003812407,0.00003077526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[7.953137e-7,0.000001841515,0.0001832129,0.000001442279,0.000008282889,0.000001130334,0.000003191918,5.78683e-8,1.47542e-7,0.003453108,0.8577052,0.1386416],"study_design_scores_gemma":[0.00006399641,0.000003692112,0.00006092735,0.0000143189,0.000004588993,0.00000224323,0.00002501586,0.00002225172,0.00000146191,0.001267679,0.9984393,0.0000945478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.77469e-7,0.00006384098,0.00134761,0.0004130338,0.001631017,0.0001067486,0.000006562165,0.0001341577,0.9962962],"genre_scores_gemma":[0.0001069617,0.0001407266,0.0008891081,0.0001280353,0.0003369648,0.000005605687,0.00000463966,0.00005182164,0.9983361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.140734,"threshold_uncertainty_score":0.9877935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433076445860662,"score_gpt":0.4340103548045862,"score_spread":0.29070271021852,"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."}}