{"id":"W36656422","doi":"","title":"Competitive Price-Matching Guarantees in an Uncertain Demand Environment","year":2007,"lang":"en","type":"article","venue":"Les Cahiers du GERAD","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Newsvendor model; Tacit collusion; Collusion; Microeconomics; Economics; Order (exchange); Bertrand competition; Matching (statistics); Competition (biology); Product (mathematics); Demand curve; Industrial organization; Business; Oligopoly; Marketing; Cournot competition; Supply chain","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":[0.0009816233,0.000232712,0.0002197188,0.0003783141,0.0002482363,0.0001816262,0.0002787087,0.00009463494,0.0004154288],"category_scores_gemma":[0.00002289023,0.0002283655,0.0000689383,0.0002451161,0.000143004,0.0008011578,0.0001052222,0.000233535,0.0001634134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000211944,"about_ca_system_score_gemma":0.000005783243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004968575,"about_ca_topic_score_gemma":0.0005163416,"domain_scores_codex":[0.998475,0.00002650279,0.0003418843,0.000380714,0.0003069899,0.0004689097],"domain_scores_gemma":[0.9995058,0.00006094208,0.0001413638,0.0002435762,0.00002202328,0.00002629201],"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":[0.00015363,0.0003988608,0.06195999,0.000186616,0.00005180057,0.0003375281,0.002990128,0.001390208,0.0009253095,0.9187149,0.0008770081,0.01201404],"study_design_scores_gemma":[0.004352255,0.00009787999,0.2110495,0.0001959571,0.00008966567,0.000008421915,0.03060415,0.005962782,0.000309169,0.05401003,0.6917989,0.001521282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384046,0.0001472855,0.008441308,0.0007529121,0.0003192651,0.0004057862,0.000001461198,0.0001154482,0.05141196],"genre_scores_gemma":[0.9944205,0.00003382018,0.001013126,0.003242602,0.0007586122,0.00001864764,0.00004572661,0.00003189085,0.0004351214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8647048,"threshold_uncertainty_score":0.9312477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251459064321303,"score_gpt":0.2140836852430096,"score_spread":0.2015690945997965,"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."}}