{"id":"W4415958408","doi":"10.58425/jpscm.v4i2.432","title":"The Relationship Between Supplier Consistency Appraisal and Procurement Implementation in Public Hospitals in Mandera County, Kenya","year":2025,"lang":"","type":"article","venue":"Journal of Procurement and Supply Chain Management","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Paul University","funders":"","keywords":"Procurement; Audit; Stratified sampling; Sample (material); Mandate; Population; Descriptive statistics; Consistency (knowledge bases); Public health","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":[0.007138445,0.0002227298,0.000233419,0.001071713,0.001375544,0.001792961,0.0006052321,0.0003157796,0.002565921],"category_scores_gemma":[0.02542382,0.0003413549,0.0002232315,0.001873122,0.0008024001,0.0008860353,0.00155412,0.0007477963,0.0001699936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003354469,"about_ca_system_score_gemma":0.007679696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01506893,"about_ca_topic_score_gemma":0.02119081,"domain_scores_codex":[0.9930357,0.00344666,0.0008437655,0.0003205261,0.001428006,0.0009252676],"domain_scores_gemma":[0.9586635,0.01153636,0.02240968,0.0006982847,0.003966656,0.002725466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009744794,0.0001391523,0.9754819,0.0002183552,0.00003892139,0.0003461978,0.006155438,0.0002027264,0.0003830685,0.0001982826,0.0004325519,0.01630593],"study_design_scores_gemma":[0.00000626426,0.0002061744,0.9806955,0.0001632163,0.00002125503,0.0001614342,0.01704972,0.0002497258,0.0002323885,0.00006893548,0.001126491,0.00001873179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976591,0.0003808145,0.0002010006,0.0005418573,0.000006088429,0.00003992023,0.00004617817,0.000004445282,0.001120662],"genre_scores_gemma":[0.9990226,0.0002645068,0.000357408,0.00005432517,0.000005378603,0.00001991706,0.00004218557,0.000001709164,0.0002320206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01506893,"threshold_uncertainty_score":0.03775215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02506166770952383,"score_gpt":0.3024311424298299,"score_spread":0.2773694747203061,"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."}}