{"id":"W4408961219","doi":"10.1007/s00181-025-02727-y","title":"Estimating flexible functional forms using macroeconomic data","year":2025,"lang":"en","type":"article","venue":"Empirical Economics","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Japan Society for the Promotion of Science","keywords":"Econometrics; Economics; Computer science; Mathematical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008218779,0.0008694822,0.001105467,0.004145549,0.0005150344,0.002365945,0.0008643903,0.001487694,0.002735091],"category_scores_gemma":[0.0338238,0.0007366015,0.001573757,0.00385386,0.0009277888,0.002375826,0.001526997,0.001768076,0.0005959362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001810042,"about_ca_system_score_gemma":0.001015839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02670248,"about_ca_topic_score_gemma":0.01277951,"domain_scores_codex":[0.9968531,0.002024145,0.0001525012,0.0004754864,0.0002537484,0.0002411881],"domain_scores_gemma":[0.9812887,0.01333767,0.00202088,0.002034188,0.001058608,0.000259918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008558986,0.00009194553,0.07247608,0.00007809219,0.0003146245,0.0001605315,0.0002213565,0.8504044,0.0002442769,0.0334136,0.00211798,0.04039153],"study_design_scores_gemma":[0.00001791422,0.00004008739,0.0228397,0.00004836149,0.00003423377,0.0000401181,0.0001678168,0.9352573,0.0002347136,0.03890348,0.002375273,0.00004097132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6843776,0.0007712967,0.3042727,0.0008859531,0.0000600799,0.0001435333,0.003895117,0.0004552287,0.005138608],"genre_scores_gemma":[0.9659545,0.0002592753,0.02876106,0.00005916389,0.00002802623,0.0001131338,0.003635198,0.00005224089,0.001137325],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02670248,"threshold_uncertainty_score":0.05309415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3031392964367511,"score_gpt":0.3392580865883129,"score_spread":0.03611879015156183,"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."}}