{"id":"W3123327246","doi":"","title":"Introduction to Macroeconomic Dynamics Special Issue on Complexity in Economic Systems","year":2014,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Financial crisis; Economics; Dynamics (music); Value (mathematics); Dynamical systems theory; System dynamics; Complex system; Macroeconomics; Computer science; Sociology; Artificial intelligence","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004474657,0.0007587658,0.0025608,0.003214073,0.0002286558,0.000672611,0.001463572,0.000723666,0.002854294],"category_scores_gemma":[0.0002821487,0.001038884,0.0004830281,0.0003212917,0.0002992141,0.0001958547,0.001343583,0.002015157,0.003248521],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009774863,"about_ca_system_score_gemma":0.000227722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006755856,"about_ca_topic_score_gemma":0.01990254,"domain_scores_codex":[0.9921986,0.000288789,0.003065416,0.00287318,0.0001147331,0.001459251],"domain_scores_gemma":[0.9957662,0.0002959004,0.0009637662,0.002504078,0.00007041098,0.0003995954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004300762,0.0003746355,0.01861093,0.0005087545,0.0003764409,0.00002629185,0.0005519324,0.6888285,0.000001920534,0.2430612,0.008853847,0.0383755],"study_design_scores_gemma":[0.0009557214,0.000251583,0.009734867,0.000182575,0.000008410588,0.00001078515,0.0005874435,0.3362667,0.000003689865,0.014178,0.6365504,0.001269798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.548207,0.0002739331,0.00006059326,0.006117656,0.0109739,0.003297937,0.001990899,0.0001042122,0.4289739],"genre_scores_gemma":[0.950085,0.001932666,0.0003658966,0.0001894057,0.03064595,0.0007669359,0.0006423029,0.0002782707,0.01509357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6276966,"threshold_uncertainty_score":0.9998583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04045480230543998,"score_gpt":0.2878129161504491,"score_spread":0.2473581138450092,"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."}}