{"id":"W4323854287","doi":"10.1111/irfi.12415","title":"Economic growth and labor investment efficiency","year":2023,"lang":"en","type":"article","venue":"International Review of Finance","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; Western University","funders":"","keywords":"Inefficiency; Economics; Investment (military); Labor intensity; Labour economics; Sample (material); Monetary economics; Market economy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003488693,0.00009743411,0.0003085877,0.000144552,0.00002830357,0.00001390839,0.000257393,0.00003312793,0.0001360298],"category_scores_gemma":[0.0002165159,0.0001090174,0.00007850373,0.0001267351,0.00007022437,0.0001589622,0.00008455174,0.00005790169,0.0009964429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005196825,"about_ca_system_score_gemma":0.00001828625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006025622,"about_ca_topic_score_gemma":0.000002207394,"domain_scores_codex":[0.9989731,0.000006038416,0.0005822296,0.0002627537,0.0000254449,0.0001504036],"domain_scores_gemma":[0.9994287,0.00005206667,0.0003142665,0.0001550816,0.00001630312,0.00003350849],"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":[0.000002369275,0.00001486058,0.02158602,0.0005153962,0.0000182021,0.000001149258,0.0000347106,0.000006543178,0.000003510919,0.9690862,0.008099869,0.0006311124],"study_design_scores_gemma":[0.0005708901,0.00007616925,0.2668996,0.00163555,0.000007003774,0.000009803585,0.000008715536,0.002721702,0.0002602333,0.4404627,0.2869771,0.0003705703],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.509899,0.06771152,0.00007392324,0.02352654,0.001847483,0.0004598712,0.001077448,0.00007614494,0.3953281],"genre_scores_gemma":[0.9103848,0.08483849,0.0002080757,0.003611171,0.0001517181,0.00004269319,0.00003068829,0.00001447795,0.0007178791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5286236,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436870846245767,"score_gpt":0.2585740776349826,"score_spread":0.234205369172525,"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."}}