{"id":"W2601303830","doi":"","title":"TRANSPARENCY IN PUBLIC PROCUREMENT THROUGH E-PROCUREMENT IN INDIA","year":2016,"lang":"en","type":"article","venue":"The Journal of Internet Banking and Commerce","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Procurement; E-procurement; Business; Government (linguistics); Corporate governance; Chief procurement officer; Public sector; Accounting; Government procurement; Finance; Economics; Computer science; Computer security; Marketing; Economy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001736253,0.0001780675,0.0002562065,0.0003630597,0.00004976913,0.0001610202,0.0005885561,0.00005311836,0.0001996284],"category_scores_gemma":[0.0001019395,0.00009595632,0.00005634426,0.0003757947,0.00006609674,0.001353838,0.0001318322,0.0002746807,0.00001535691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008899685,"about_ca_system_score_gemma":0.00004024025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003904613,"about_ca_topic_score_gemma":0.0003664868,"domain_scores_codex":[0.9984753,0.00005325321,0.0006489857,0.0001257721,0.0003492753,0.0003473734],"domain_scores_gemma":[0.9992133,0.00007463589,0.0004334495,0.0001492144,0.0001136789,0.00001574063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006481137,0.00081577,0.6595161,0.0003958237,0.0002040325,0.00004413014,0.00739637,0.000008064393,0.002192087,0.1636292,0.02416751,0.1409828],"study_design_scores_gemma":[0.009782637,0.0003314924,0.4649428,0.004008419,0.0001476083,0.00009592823,0.00167686,0.0003112247,0.0008713242,0.06687024,0.4499987,0.0009627161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395396,0.001153646,0.001409178,0.03080937,0.0003527141,0.0003074645,0.000001021053,0.00002416006,0.0264029],"genre_scores_gemma":[0.9966872,0.0002723006,0.00003407566,0.002433395,0.0003930381,0.000007808624,8.339427e-7,0.00001429711,0.0001570542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4258312,"threshold_uncertainty_score":0.3912985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04129028336489863,"score_gpt":0.2539622829595694,"score_spread":0.2126719995946708,"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."}}