{"id":"W4386245904","doi":"10.1177/27550311231187318","title":"Cash holdings and firm value: Evidence for increasing marginal returns","year":2023,"lang":"en","type":"article","venue":"Journal of Management Scientific Reports","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Cash; Generalizability theory; Robustness (evolution); Operating cash flow; Economics; Cash flow; Cash conversion cycle; Econometrics; Marginal value; Terminal value; Cash flow forecasting; Sample (material); Asset (computer security); Cash flow statement; Enterprise value; Monetary economics; Investment (military); Value (mathematics); Cash management; Business; Finance; Microeconomics; Statistics; Mathematics","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":[0.002733483,0.0003834906,0.0004918029,0.001670444,0.0003592125,0.001541589,0.001196495,0.0008300668,0.007744558],"category_scores_gemma":[0.03141573,0.0002433523,0.0007716391,0.002046529,0.001921889,0.002051298,0.001434442,0.001419623,0.0007543392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006247697,"about_ca_system_score_gemma":0.0004105193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006578753,"about_ca_topic_score_gemma":0.004243815,"domain_scores_codex":[0.9984515,0.0004660823,0.0001185469,0.0003760598,0.0003050157,0.0002827592],"domain_scores_gemma":[0.8881567,0.06220425,0.03815683,0.005560481,0.002347835,0.003573902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003739174,0.0001439868,0.9787048,0.00008240866,0.0003665127,0.0003530615,0.0004125862,0.001153143,0.0007016551,0.003293396,0.0003493207,0.01406535],"study_design_scores_gemma":[0.00002223041,0.0002133459,0.9927642,0.00003063317,0.0001858451,0.0002527782,0.0004178377,0.002013523,0.0006148544,0.002528914,0.0009330109,0.00002277874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925006,0.001539728,0.0008975323,0.0005500453,0.00001124877,0.00000697578,0.0002113817,0.00001883682,0.004263602],"genre_scores_gemma":[0.9991238,0.0002119534,0.0001395446,0.00004949115,0.0000227189,0.00000280256,0.0001092782,0.000005171868,0.0003352692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007744558,"threshold_uncertainty_score":0.02590811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05393976542081036,"score_gpt":0.2764662069321,"score_spread":0.2225264415112896,"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."}}