{"id":"W4390779868","doi":"10.1111/roiw.12677","title":"Improving the <scp>SNA</scp>: Alternative measures of output, input, income, and productivity","year":2024,"lang":"en","type":"article","venue":"Review of Income and Wealth","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Economics; Gross output; Depreciation (economics); National accounts; Total factor productivity; Productivity; Inefficiency; Productivity model; Real gross domestic product; Production (economics); Gross domestic product; Econometrics; Gross fixed capital formation; Agricultural productivity; Agricultural economics; Macroeconomics; Agriculture; Capital formation; Microeconomics; Human capital; Economic growth","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":[0.005199039,0.0006583287,0.0005984223,0.00634064,0.0004326979,0.002727068,0.0006542357,0.0004879227,0.001436424],"category_scores_gemma":[0.009182313,0.000168972,0.0006117929,0.01097206,0.001418533,0.00338197,0.000975396,0.0008461415,0.0002377436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002032005,"about_ca_system_score_gemma":0.001385205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01431844,"about_ca_topic_score_gemma":0.01145367,"domain_scores_codex":[0.9967566,0.001900094,0.0001979313,0.0002311473,0.0008333411,0.00008082263],"domain_scores_gemma":[0.9944828,0.001863303,0.001114988,0.0005526771,0.00189954,0.00008675189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001574213,0.0001476674,0.1357064,0.001065326,0.0006981547,0.0002386982,0.0003952959,0.03964296,0.001130852,0.311001,0.01592382,0.4938924],"study_design_scores_gemma":[0.00003683101,0.0003683169,0.3059869,0.001307023,0.0003648733,0.0003590675,0.001230282,0.2327479,0.003483245,0.3654032,0.08855115,0.0001612682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4038802,0.09203833,0.3649729,0.01414518,0.001141198,0.000241778,0.005312186,0.0003899478,0.1178784],"genre_scores_gemma":[0.9483309,0.01310614,0.03401172,0.0002009957,0.0005162422,0.00009484039,0.0009211118,0.00002431435,0.002793706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01431844,"threshold_uncertainty_score":0.02847016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03803258744846598,"score_gpt":0.255878162580932,"score_spread":0.217845575132466,"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."}}