{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002286801,0.0001185463,0.000138935,0.0001272454,0.0001753216,0.0001886097,0.0006687239,0.00008201433,0.00001871168],"category_scores_gemma":[0.00004183705,0.0001221431,0.00005484019,0.0007143226,0.00002542817,0.0001432349,0.0002581562,0.0001549306,0.0000624745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007512264,"about_ca_system_score_gemma":0.0001768262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004449189,"about_ca_topic_score_gemma":0.00001357404,"domain_scores_codex":[0.9988156,0.00005272076,0.0001949974,0.0004767989,0.0001785116,0.000281399],"domain_scores_gemma":[0.9988373,0.00005268865,0.00006063473,0.0007109108,0.0002165837,0.0001218734],"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":[0.00001109493,0.0008092911,0.002809945,0.00009915183,0.00006025174,0.00007581418,0.0006096312,0.0003827379,0.004043948,0.4210564,0.01293063,0.5571111],"study_design_scores_gemma":[0.0007759196,0.0001423928,0.006167677,0.0000969142,0.000006680764,0.00003933078,0.00001245996,0.6442434,0.01380914,0.00299915,0.3312834,0.00042357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009562686,0.0000931546,0.9640645,0.0245918,0.000264691,0.0007262935,0.000001443024,0.0004474019,0.0002480439],"genre_scores_gemma":[0.8185081,0.000003077723,0.1760059,0.004976524,0.00003797227,0.0004233073,0.000009820091,0.000007431849,0.00002786572],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8089454,"threshold_uncertainty_score":0.4980852,"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."}}