{"id":"W4285537920","doi":"10.2139/ssrn.4120763","title":"Optimal Procurement with Quality Concerns","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Quality (philosophy); Business; Procurement; Operations management; Process management; Risk analysis (engineering); Economics; Marketing","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":[0.005479404,0.0009813977,0.002056726,0.001251535,0.0008791202,0.005322031,0.001611486,0.003439906,0.01027626],"category_scores_gemma":[0.02232656,0.001333755,0.001281806,0.002312186,0.002728268,0.005932728,0.002360862,0.002577094,0.0007586043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474741,"about_ca_system_score_gemma":0.001882728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001106742,"about_ca_topic_score_gemma":0.0007083336,"domain_scores_codex":[0.9954659,0.002389152,0.0001962554,0.0005609698,0.0006913738,0.0006963372],"domain_scores_gemma":[0.9896981,0.006945776,0.0008550859,0.001062522,0.000965768,0.0004726802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005281403,0.0002042988,0.001221807,0.0005214059,0.0001547944,0.0003153629,0.0002385078,0.09075875,0.001397222,0.8673314,0.004469389,0.03285902],"study_design_scores_gemma":[0.00008876203,0.0001166139,0.0006072509,0.00007251554,0.00006070908,0.0002164856,0.000141837,0.08896758,0.0004469549,0.9067186,0.002536323,0.00002641007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2086798,0.004045881,0.607769,0.01076333,0.0003697284,0.0002741291,0.0003309167,0.0003732762,0.1673941],"genre_scores_gemma":[0.9623346,0.000792285,0.02281922,0.0003770804,0.0001749286,0.00008549088,0.00006597843,0.00007235533,0.01327806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01027626,"threshold_uncertainty_score":0.03437752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09050157642403592,"score_gpt":0.415935218204288,"score_spread":0.3254336417802521,"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."}}