{"id":"W7124285302","doi":"10.65109/ufdq3830","title":"SATS: A Universal Spectrum Auction Test Suite","year":2017,"lang":"","type":"article","venue":"","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Common value auction; Suite; Bidding; Test suite; Spectrum auction; Spectrum (functional analysis); Combinatorial auction; Auction algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001865815,0.00026066,0.0003051989,0.0002293145,0.004716934,0.00202395,0.002178902,0.0001928427,0.02228224],"category_scores_gemma":[0.00278817,0.0002230292,0.0002023236,0.0004658175,0.001168219,0.001957939,0.0004797307,0.0003058077,0.0124543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088332,"about_ca_system_score_gemma":0.0002278517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002322705,"about_ca_topic_score_gemma":0.0002113526,"domain_scores_codex":[0.9970497,0.0001206353,0.0006579664,0.0009213811,0.0008050947,0.0004452545],"domain_scores_gemma":[0.9947352,0.0009431492,0.0008549818,0.002909051,0.0002440747,0.0003135328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001033457,0.0005533339,0.009192449,0.000006024267,0.00005283911,0.00001673507,0.0007963746,0.0001286847,0.001384431,0.8614701,0.03527333,0.09102235],"study_design_scores_gemma":[0.0009199035,0.0002396293,0.05928764,0.0000298456,0.00007792871,0.00006771445,0.005082467,0.005282677,0.006074296,0.3332187,0.5891256,0.0005936245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05363258,0.0001169945,0.2133425,0.0862137,0.005167401,0.001085391,0.0002095703,0.000301321,0.6399305],"genre_scores_gemma":[0.8042962,0.00008389081,0.0003171777,0.0001654062,0.0005697348,0.000007602059,0.000002246655,0.00001299555,0.1945448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7506636,"threshold_uncertainty_score":0.9990121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07949789411981346,"score_gpt":0.3821206918002495,"score_spread":0.302622797680436,"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."}}