{"id":"W3203327424","doi":"10.1111/1911-3838.12276","title":"Consequences of Labor Cost Reduction Practices: A Structured Literature Review*","year":2021,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Organizational Downsizing and Restructuring","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Labor cost; Cost reduction; Payroll; Business; Economics; Labour economics; Public economics; Marketing; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002411503,0.0001730612,0.0002557738,0.0001564223,0.0002172198,0.0003395292,0.0001729118,0.00008010302,0.0002872021],"category_scores_gemma":[0.002874454,0.0001509358,0.00007665893,0.001414696,0.0001431263,0.001525633,0.00009887754,0.0002179156,0.00002066004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000371039,"about_ca_system_score_gemma":0.0001066231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000092796,"about_ca_topic_score_gemma":0.000017012,"domain_scores_codex":[0.9987897,0.00002600814,0.0002911699,0.0003864865,0.0003156027,0.0001910593],"domain_scores_gemma":[0.9972706,0.00005382156,0.0008567611,0.0002434892,0.001565871,0.00000941424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001220763,0.0003660783,0.05924101,0.01459242,0.0005779414,0.0002349301,0.005448454,0.0002498841,0.6803806,0.2166102,0.01627535,0.00590111],"study_design_scores_gemma":[0.004162967,0.00006492013,0.3183624,0.04496955,0.002160979,0.002450472,0.1118537,0.0003868436,0.1934698,0.0550072,0.2627944,0.004316774],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8649791,0.1049947,0.00003525014,0.01514916,0.001511564,0.0005566426,0.00002772818,0.0003060904,0.01243973],"genre_scores_gemma":[0.9909729,0.005213947,0.0009265509,0.0008831215,0.001630772,0.000007789005,0.00006356261,0.00002850059,0.0002728103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4869108,"threshold_uncertainty_score":0.6154982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132674590476097,"score_gpt":0.2662116446254306,"score_spread":0.2529441855778208,"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."}}