{"id":"W1995799927","doi":"10.5267/j.msl.2014.12.008","title":"Analysis of cash holding for measuring the efficiency of cash management: A study on IT sector","year":2014,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Working Capital and Financial Performance","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cash; Cash management; Business; Cash conversion cycle; Operating cash flow; Cash and cash equivalents; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001717054,0.0002047455,0.0001616204,0.001949598,0.0003823005,0.001165787,0.0003042659,0.000281224,0.001776414],"category_scores_gemma":[0.006030963,0.00008034901,0.0002711399,0.003034655,0.0004057006,0.001483715,0.0003616307,0.0004016093,0.0002715015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009684335,"about_ca_system_score_gemma":0.000656968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002564128,"about_ca_topic_score_gemma":0.001891301,"domain_scores_codex":[0.9990321,0.0003314844,0.00008218572,0.00008729665,0.0003326453,0.0001343351],"domain_scores_gemma":[0.9893037,0.005082668,0.003178685,0.0004209882,0.001568357,0.0004455122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002517557,0.0003306784,0.903415,0.0001795836,0.00006972798,0.0004854265,0.002686359,0.002582722,0.004873811,0.004076602,0.0005904706,0.08045789],"study_design_scores_gemma":[0.000005438279,0.0004274702,0.9829847,0.00009868967,0.00005984946,0.0002841947,0.002976655,0.006306599,0.00275104,0.001160424,0.002921336,0.00002356419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939546,0.000547971,0.001264786,0.0001160632,0.000004718253,0.00001745279,0.00008881584,0.000005376245,0.004000195],"genre_scores_gemma":[0.9986874,0.0001976969,0.0004585056,0.00001341373,0.000007603784,0.000004842713,0.00006023622,0.000001925132,0.0005683753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002564128,"threshold_uncertainty_score":0.009080768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02170561834713813,"score_gpt":0.224619682935548,"score_spread":0.2029140645884099,"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."}}