{"id":"W2141916168","doi":"","title":"How to Reduce Corruption in Public Procurement: The Fundamentals","year":2006,"lang":"en","type":"article","venue":"","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Procurement; Transparency (behavior); Language change; Government procurement; Business; Goods and services; Public sector; Value for money; Government (linguistics); Public economics; Accounting; Economics; Political science; Marketing; Law; Economy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01146559,0.0007135257,0.001126553,0.002607708,0.003625601,0.01168339,0.001719729,0.006866974,0.01085725],"category_scores_gemma":[0.02600581,0.0009087853,0.0006611877,0.006033891,0.01291874,0.01302586,0.004143569,0.00529832,0.004143602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00651124,"about_ca_system_score_gemma":0.01097163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007387498,"about_ca_topic_score_gemma":0.006209372,"domain_scores_codex":[0.9883949,0.005399569,0.0005364957,0.0006607663,0.003304122,0.001704259],"domain_scores_gemma":[0.9861946,0.007696438,0.001401617,0.001609706,0.002298272,0.0007994405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003044863,0.0001459809,0.001053699,0.001158367,0.000022845,0.0001492482,0.0018408,0.003435344,0.0002933174,0.6847966,0.08082639,0.226247],"study_design_scores_gemma":[0.00004420586,0.00007483713,0.00276532,0.002305692,0.00002375836,0.0002455301,0.002225604,0.001659081,0.0009517079,0.5795903,0.4100489,0.00006508347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01598944,0.08971947,0.09151419,0.2899395,0.002244512,0.0006266158,0.0002851133,0.0005478549,0.5091333],"genre_scores_gemma":[0.5524797,0.1549071,0.099654,0.03920114,0.003664711,0.001405059,0.0003903817,0.0006191772,0.1476787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01168339,"threshold_uncertainty_score":0.06063658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04378369448049833,"score_gpt":0.2535918266848604,"score_spread":0.2098081322043621,"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."}}