{"id":"W7025324140","doi":"","title":"Transparency, efficiency, competitiveness and compliance of PPA 2006 &amp;PPR 2008: a case study on BCIC based on KPIs","year":2017,"lang":"en","type":"dissertation","venue":"BRAC University Institutional Repository (BRAC University)","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Columbia Innovation Council","keywords":"Performance indicator; Procurement; Compliance (psychology); Measure (data warehouse); Degree (music); Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000188435,0.0004791427,0.0005235926,0.001586706,0.002437183,0.0001795044,0.0008084635,0.0002749038,0.00009501619],"category_scores_gemma":[0.00005962202,0.0005813979,0.0002187369,0.0006585536,0.0004160846,0.001322692,0.00009939274,0.0004410765,0.00004184035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003368994,"about_ca_system_score_gemma":0.0006737388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006362864,"about_ca_topic_score_gemma":0.003164749,"domain_scores_codex":[0.9978704,0.00007623769,0.0002780609,0.0007521231,0.0006816352,0.0003414984],"domain_scores_gemma":[0.9979546,0.0001111067,0.0007822444,0.0005565756,0.0005223885,0.00007306943],"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":[0.02517214,0.02777378,0.3643354,0.01040648,0.00299005,0.1058906,0.005013988,0.01678872,0.002687282,0.4229295,0.007932964,0.008079036],"study_design_scores_gemma":[0.01306056,0.0007014257,0.2554329,0.00360976,0.002282387,0.000249742,0.01474776,0.002287499,0.0003148774,0.0001046821,0.7040294,0.00317896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6579478,0.00002982227,0.0001695155,0.0000697888,0.0007128709,0.0006227949,0.0001486068,0.00009054952,0.3402082],"genre_scores_gemma":[0.9725831,0.0000110958,0.0000254477,0.00007937564,0.0002516114,7.833561e-7,0.0005024545,0.00002012395,0.02652604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6960965,"threshold_uncertainty_score":0.9996638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055563829433616,"score_gpt":0.2523787266701889,"score_spread":0.2118230883758527,"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."}}