{"id":"W3143189941","doi":"","title":"Recent developments in empirical IO: dynamic demand and dynamic games","year":2010,"lang":"en","type":"article","venue":"MPRA Paper","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Oligopoly; Counterfactual thinking; Economics; Competition (biology); Profitability index; Work (physics); Computer science; Estimation; Curse of dimensionality; Microeconomics; Econometrics; Cournot competition","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":[0.0004049935,0.0001487277,0.0003026115,0.0001313698,0.00006117288,0.00005940881,0.0001387706,0.0001426813,0.0006398769],"category_scores_gemma":[0.00006238402,0.0001638197,0.00003541445,0.00008830444,0.00007050054,0.0002130988,0.00009171142,0.000242662,0.0002445994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007811646,"about_ca_system_score_gemma":0.00002442713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004362263,"about_ca_topic_score_gemma":0.001227601,"domain_scores_codex":[0.9987968,0.000008836055,0.0004597872,0.0004181744,0.00001729377,0.0002990957],"domain_scores_gemma":[0.9995018,0.00004336423,0.0001127882,0.000242221,0.00001076654,0.00008905966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001030438,0.0003351799,0.6010928,0.00006679252,0.0001303285,0.00002567264,0.003716473,0.000127886,0.00103398,0.2864929,0.00105536,0.1058197],"study_design_scores_gemma":[0.001058557,0.00003150992,0.4779037,0.00001145846,0.00000342733,0.00001505867,0.00009564111,0.005054926,0.00001622798,0.08051767,0.4348608,0.0004310069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776179,0.001417909,0.0001395458,0.0013278,0.0005480311,0.0001395395,0.00003243437,0.00002171253,0.01875514],"genre_scores_gemma":[0.9942363,0.002004939,0.001266984,0.000727266,0.0000206127,0.0000239554,0.00001312063,0.00002413331,0.001682722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4338055,"threshold_uncertainty_score":0.7006204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686750051936107,"score_gpt":0.2429362091937822,"score_spread":0.2260687086744212,"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."}}