{"id":"W4411142180","doi":"10.31224/4683","title":"Computer-Implemented System for Dynamic Equilibrium Detection in Algorithmic Markets","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Mathematical economics; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008316712,0.0003609411,0.001204351,0.001013437,0.00007511636,0.0001857401,0.0004258498,0.0002957889,0.000237709],"category_scores_gemma":[0.00001919774,0.0004431898,0.0005133517,0.0003972667,0.00001815458,0.00008340014,0.0006683111,0.0002619938,0.00005393621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008304223,"about_ca_system_score_gemma":0.00004616661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00439271,"about_ca_topic_score_gemma":0.002433765,"domain_scores_codex":[0.996877,0.00003753857,0.001606303,0.001000672,0.00004421056,0.0004342736],"domain_scores_gemma":[0.9983739,0.00009023373,0.0006809708,0.0007164451,0.00007550314,0.00006299646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001361257,0.001585914,0.02886271,0.05846652,0.01193882,0.00008880404,0.001806704,0.05489165,0.0002716768,0.4794378,0.01172399,0.3495641],"study_design_scores_gemma":[0.0008052951,0.00004618172,0.003656018,0.0002298381,0.00003166736,0.000002840116,0.0001086341,0.9732113,0.00002356291,0.003577754,0.01784751,0.0004593396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03557459,0.001688439,0.9368044,0.0003078365,0.00440577,0.002737818,0.002970136,0.0002792362,0.0152318],"genre_scores_gemma":[0.9873025,0.00003791051,0.00557165,0.00003584818,0.000215417,0.0005331247,0.0003522936,0.00003807469,0.005913115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.951728,"threshold_uncertainty_score":0.999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111319385994174,"score_gpt":0.2406081695004405,"score_spread":0.2194949756404988,"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."}}