{"id":"W4412758719","doi":"10.1108/jbim-05-2024-0340","title":"Integrating interaction into standardized public procurement: exploring the creation and distribution of relational frictions","year":2025,"lang":"en","type":"article","venue":"Journal of Business and Industrial Marketing","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Procurement; Distribution (mathematics); Business; Marketing; Mathematics","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":[0.002739801,0.0001182355,0.0002130293,0.0003746816,0.0004313161,0.0003997684,0.00009871791,0.00006604475,0.00002107445],"category_scores_gemma":[0.004968371,0.00008335396,0.00004991613,0.000951686,0.00006646106,0.002599981,0.0001115673,0.0002974254,2.146339e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007945911,"about_ca_system_score_gemma":0.0001242407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001735736,"about_ca_topic_score_gemma":0.00002280817,"domain_scores_codex":[0.9987958,0.00006082177,0.000634624,0.0001090158,0.000268773,0.0001309572],"domain_scores_gemma":[0.9977837,0.0002683566,0.000865377,0.00006574186,0.001003711,0.00001311163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001880596,0.0001937433,0.2782712,0.0006436489,0.0003824053,0.000001964337,0.0004230397,0.0001465668,0.002285769,0.1381805,0.01090138,0.5666892],"study_design_scores_gemma":[0.005421496,0.00005814793,0.504003,0.003182455,0.0005200423,0.000020932,0.004143505,0.006162049,0.0002074765,0.006054477,0.4698272,0.0003992045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733303,0.0003109938,0.008355974,0.01244407,0.001193356,0.0002526298,0.000003470528,0.00001892111,0.004090284],"genre_scores_gemma":[0.9984283,0.0001154873,0.000140204,0.00007428962,0.001173376,0.00001100761,0.00001786738,0.000006267311,0.00003314511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.56629,"threshold_uncertainty_score":0.5947963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06212507158749236,"score_gpt":0.268420753555703,"score_spread":0.2062956819682106,"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."}}