{"id":"W2551329360","doi":"10.1108/jopp-12-02-2012-b003","title":"E-Procurement: Myth or Reality","year":2012,"lang":"en","type":"article","venue":"Journal of Public Procurement","topic":"E-Government and Public Services","field":"Social Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Transformative learning; Transparency (behavior); Business; Accountability; Politics; Globe; Transformational leadership; Information and Communications Technology; E-procurement; Public relations; Process management; Marketing; Political science; Sociology; Computer science; Computer security; Psychology","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":[],"category_scores_codex":[0.00915246,0.0001581931,0.0002658002,0.000151336,0.0003900044,0.0002938336,0.0006988203,0.0001119465,0.002637421],"category_scores_gemma":[0.0006701889,0.0001108817,0.0001832943,0.000423694,0.0001406189,0.002335665,0.00009510598,0.0002630329,0.00004699565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006237411,"about_ca_system_score_gemma":0.0007121563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001830867,"about_ca_topic_score_gemma":0.0008926875,"domain_scores_codex":[0.995874,0.0003619192,0.0006521982,0.0001307107,0.002228357,0.000752786],"domain_scores_gemma":[0.9977086,0.0000956584,0.0008430738,0.0001865706,0.0005311976,0.0006349066],"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":[0.000241298,0.002529629,0.3697668,0.0002551522,0.0007103862,0.00001629172,0.04230377,0.000001597798,0.0002977093,0.2498917,0.291642,0.04234366],"study_design_scores_gemma":[0.0005952441,0.0001524116,0.007527876,0.00004026989,0.00005541411,0.000008563544,0.007858265,0.000001960575,0.0001710958,0.0006796294,0.9827415,0.0001677975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2314747,0.01356857,0.003660534,0.3250205,0.0102649,0.001999203,0.00002679757,0.0002766141,0.4137082],"genre_scores_gemma":[0.9909731,0.0005527192,0.0008775659,0.001636061,0.003164252,0.00001266796,0.000002209311,0.00001481707,0.002766584],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7594985,"threshold_uncertainty_score":0.9982743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1821856147360928,"score_gpt":0.3823556304515673,"score_spread":0.2001700157154745,"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."}}