{"id":"W2052708288","doi":"10.1145/1120701.1120703","title":"Redagent","year":2004,"lang":"en","type":"article","venue":"ACM SIGecom Exchanges","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bidding; Computer science; Competition (biology); Focus (optics); Order (exchange); Simple (philosophy); Operations research; Supply chain; Supply chain management; Curse of dimensionality; Industrial organization; Microeconomics; Business; Economics; Artificial intelligence; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009112424,0.00008670091,0.0001236712,0.0001204004,0.0002335626,0.00009341494,0.0009539058,0.00004965749,0.002276119],"category_scores_gemma":[0.001416529,0.00006514563,0.00007117571,0.0004784467,0.00008451143,0.000169427,0.0002051725,0.00007888168,0.004812295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002923985,"about_ca_system_score_gemma":0.00002607963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001357036,"about_ca_topic_score_gemma":0.00003594009,"domain_scores_codex":[0.9987545,0.00005906737,0.0002497554,0.0003176082,0.0004482437,0.0001708384],"domain_scores_gemma":[0.9981746,0.0004550093,0.0001088379,0.001067379,0.00009810946,0.00009608502],"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":[0.00004124652,0.0003453423,0.001839542,0.000005508362,0.00003693605,0.00001733162,0.005857269,0.0009902464,0.006872766,0.5265873,0.08551368,0.3718928],"study_design_scores_gemma":[0.0001642674,0.00002811705,0.003375644,0.000003397821,0.000003632274,0.000008599226,0.0009589018,0.000003837508,0.007061762,0.6986946,0.2896046,0.00009264529],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7813669,0.001005784,0.06373138,0.09622831,0.001509623,0.0005980942,0.00004569559,0.0004571071,0.05505715],"genre_scores_gemma":[0.9888168,0.00003832619,0.002645452,0.0009418613,0.0002285336,0.00004489617,0.000003308146,0.000008387919,0.007272417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3718002,"threshold_uncertainty_score":0.9986359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.250987736820624,"score_gpt":0.43930937358721,"score_spread":0.188321636766586,"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."}}