{"id":"W3173769937","doi":"10.3390/computers10070085","title":"Prototyping a Smart Contract Based Public Procurement to Fight Corruption","year":2021,"lang":"en","type":"article","venue":"Computers","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transparency (behavior); Procurement; Smart contract; Accountability; Business; Computer security; Bidding; Language change; Secrecy; Process management; Computer science; Blockchain; Marketing; Law","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":[0.001929473,0.0003314932,0.0003291976,0.0003245045,0.000721755,0.001604388,0.001720909,0.001218372,0.01185549],"category_scores_gemma":[0.002803728,0.0004485712,0.0003398526,0.0004092898,0.000951522,0.001688074,0.001446158,0.0007096464,0.001934811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006143885,"about_ca_system_score_gemma":0.001662894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002064731,"about_ca_topic_score_gemma":0.001487607,"domain_scores_codex":[0.9987508,0.0005029666,0.00006734749,0.0001127557,0.0003898753,0.0001760951],"domain_scores_gemma":[0.9983523,0.0007357109,0.00008871325,0.0003796141,0.0002350778,0.0002086364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002861636,0.003096844,0.01008266,0.001773819,0.0001286625,0.004254315,0.008067515,0.2699871,0.1977597,0.1353693,0.01556391,0.3510545],"study_design_scores_gemma":[0.0007033274,0.00154309,0.003557834,0.0001892973,0.00006800452,0.001194891,0.00133958,0.7959229,0.08386277,0.01647427,0.09500609,0.0001379637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.373493,0.0001870369,0.5741947,0.001301587,0.0001539323,0.001986596,0.000332335,0.008007495,0.04034335],"genre_scores_gemma":[0.6425256,0.0001648743,0.341378,0.0001484243,0.00001209644,0.0006317468,0.0002382136,0.0002847574,0.01461633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01185549,"threshold_uncertainty_score":0.03966051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431675776129054,"score_gpt":0.2503890341406332,"score_spread":0.2260722763793426,"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."}}