{"id":"W2300198905","doi":"","title":"International Procurement Developments in 2015: Structural Reforms to International Procurement Laws","year":2016,"lang":"en","type":"article","venue":"","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; General partnership; Negotiation; Presentation (obstetrics); International trade; Business; Political science; Law; Marketing","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000470903,0.0002704807,0.0001784727,0.0007278288,0.00008174404,0.0003377103,0.0008918818,0.00006754499,0.002506085],"category_scores_gemma":[0.0001740564,0.0001688725,0.00005678163,0.0003897391,0.00002588385,0.002314596,0.0006112282,0.00009209471,0.001091505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004979367,"about_ca_system_score_gemma":0.00007040105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003153327,"about_ca_topic_score_gemma":0.0006445094,"domain_scores_codex":[0.9976506,0.000005329649,0.0005401669,0.0004497639,0.0008527734,0.0005013284],"domain_scores_gemma":[0.9992249,0.000009803547,0.0001859727,0.0001963753,0.0003409468,0.0000420191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00037999,0.0003168569,0.4410709,0.00009000784,0.0002603586,0.00001574745,0.0003486109,0.00001285626,0.006073209,0.2190595,0.1627751,0.169597],"study_design_scores_gemma":[0.001653122,0.00001231543,0.07100222,0.0001046999,0.000006139789,0.000001688772,0.00005445745,0.0001101784,0.0006181503,0.002771166,0.9232872,0.000378707],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1521,0.00001931327,0.001173824,0.1037445,0.004691334,0.001756553,0.00001940545,0.0003925876,0.7361025],"genre_scores_gemma":[0.9801512,0.000009036495,0.001448552,0.006010365,0.001754625,0.0002084674,0.00006629538,0.00002929287,0.01032212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8280512,"threshold_uncertainty_score":0.9996862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042029915452272,"score_gpt":0.2781216639852189,"score_spread":0.2577013648306962,"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."}}