{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003195137,0.001430238,0.0005867212,0.001922633,0.0005850407,0.001474433,0.002466483,0.001047163,0.006048789],"category_scores_gemma":[0.02398985,0.0005426955,0.001536579,0.001699573,0.001037201,0.001803154,0.001705049,0.001602988,0.001073239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609154,"about_ca_system_score_gemma":0.003048257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01086059,"about_ca_topic_score_gemma":0.01664248,"domain_scores_codex":[0.9957339,0.001902972,0.000344913,0.0005157477,0.001130442,0.0003721078],"domain_scores_gemma":[0.9838463,0.01162792,0.0007403863,0.001704745,0.001677018,0.0004036372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008551943,0.001275272,0.03225442,0.001023722,0.0003952964,0.00103434,0.0002573453,0.6245454,0.006188538,0.07313583,0.1102739,0.1487608],"study_design_scores_gemma":[0.0002178819,0.0002508559,0.001816555,0.00005762031,0.00003912522,0.0002149168,0.000121379,0.9399843,0.003148396,0.04300083,0.01111625,0.00003175033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4138474,0.0008700096,0.4768854,0.004155489,0.0005577043,0.001118345,0.03478804,0.0338526,0.03392494],"genre_scores_gemma":[0.7440053,0.0003644402,0.218111,0.001044962,0.00008906096,0.0007973451,0.02917558,0.001922176,0.00449013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01086059,"threshold_uncertainty_score":0.02159476,"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."}}