{"id":"W3124767878","doi":"","title":"Imposing Theoretical Regularity on Flexible Functional Forms","year":2013,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pointwise; Cholesky decomposition; Mathematical optimization; Bayesian probability; Mathematics; Flexibility (engineering); Sample (material); Mathematical economics; Curvature; Econometrics; Point (geometry); Computer science; Economics; Eigenvalues and eigenvectors; Statistics","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":[0.0177766,0.0010748,0.001849789,0.001830538,0.0009690085,0.002384555,0.001899385,0.001633675,0.00445811],"category_scores_gemma":[0.1098457,0.001000214,0.002361043,0.001358859,0.004669141,0.005096401,0.00402895,0.004080705,0.0009612335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001167223,"about_ca_system_score_gemma":0.001840757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001227269,"about_ca_topic_score_gemma":0.001061945,"domain_scores_codex":[0.9874963,0.007345684,0.0008311052,0.001513627,0.002324882,0.0004884608],"domain_scores_gemma":[0.9047113,0.06607156,0.006036978,0.0184801,0.004251003,0.0004489771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007400595,0.00006757554,0.004266369,0.0002309388,0.0001083165,0.0001745926,0.0003947148,0.09053563,0.001624231,0.8705984,0.0009061025,0.03101924],"study_design_scores_gemma":[0.00003768199,0.0001181634,0.001726006,0.0001036869,0.00003212138,0.0001604351,0.0001148343,0.2472733,0.002040852,0.7443488,0.003990235,0.00005388083],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01731713,0.00009622841,0.9779006,0.000448283,0.00002658588,0.0000623779,0.00009413403,0.00009188127,0.003962867],"genre_scores_gemma":[0.603612,0.0007383923,0.3904613,0.0007522578,0.0003282449,0.0006391398,0.0006287123,0.0002720135,0.002567857],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0177766,"threshold_uncertainty_score":0.09401274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05380909393210447,"score_gpt":0.2856078431447517,"score_spread":0.2317987492126473,"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."}}