{"id":"W4240674311","doi":"10.1787/f428ee34-en","title":"Business integrity and competition among public procurement suppliers in Quebec","year":2020,"lang":"en","type":"book-chapter","venue":"OECD public governance reviews","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Bidding; Collusion; Business; Competition (biology); Enforcement; Certification; Industrial organization; Corporate governance; Authorization; Finance; Marketing; Economics; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001285001,0.0009393222,0.001449314,0.0004504783,0.0001882402,0.00170586,0.0009248183,0.0004764879,0.002309269],"category_scores_gemma":[0.0006863275,0.000854667,0.0002616606,0.0004723147,0.0002715069,0.004158684,0.0007018077,0.001325215,0.001190116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005482719,"about_ca_system_score_gemma":0.0004259928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006917394,"about_ca_topic_score_gemma":0.04411407,"domain_scores_codex":[0.9959135,0.00003409143,0.001314525,0.001109269,0.0008468557,0.000781775],"domain_scores_gemma":[0.9968831,0.00003951143,0.001951826,0.0006481798,0.0003605709,0.0001168234],"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":[0.00001061945,0.00005681755,0.003971893,0.002159738,0.00004136609,0.00001200181,0.00002718361,7.11935e-8,0.000004020391,0.8426279,0.06817169,0.0829167],"study_design_scores_gemma":[0.0006105221,0.000008619142,0.006601119,0.001011723,0.00007377599,0.000002254351,0.0000116975,0.00004665624,4.031348e-7,0.008491986,0.9822884,0.0008528852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002852536,0.01926026,0.0001634515,0.05721542,0.0007887498,0.00323606,0.00007101116,0.0002674132,0.9187124],"genre_scores_gemma":[0.1467329,0.1470619,0.0008026775,0.04573376,0.02144843,0.002538889,0.006186619,0.001129613,0.6283652],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9141167,"threshold_uncertainty_score":0.9996957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04815475201587964,"score_gpt":0.2338012263004667,"score_spread":0.1856464742845871,"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."}}