{"id":"W7165891056","doi":"10.59276/tckhdt.2022.10.2404","title":"Impact of working capital management on the performance of Vietnamese listed oil and gas companies under the influence of the COVID-19 pandemic","year":2022,"lang":"","type":"article","venue":"Tạp chí Khoa học và Đào tạo Ngân hàng","topic":"Working Capital and Financial Performance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Working capital; Vietnamese; Quarter (Canadian coin); Stock exchange; Petroleum industry; Panel data; Stock (firearms); Ho chi minh","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001912731,0.0005924126,0.0007429027,0.0002880265,0.002000135,0.0001824874,0.001708629,0.0001092231,0.000232237],"category_scores_gemma":[0.0001173376,0.0003454969,0.0004446086,0.001976128,0.00124478,0.0005602067,0.002340134,0.000925793,0.000011337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076187,"about_ca_system_score_gemma":0.0001836838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009336112,"about_ca_topic_score_gemma":0.0001004499,"domain_scores_codex":[0.9961932,0.000164418,0.001177064,0.0005644565,0.00116711,0.0007337786],"domain_scores_gemma":[0.9964896,0.00039831,0.001783136,0.001103954,0.0001772142,0.00004779053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001352035,0.0006357235,0.7382134,0.003689693,0.0007791703,0.00001048606,0.007835652,0.2087055,0.001375853,0.01662688,0.0009992579,0.01977637],"study_design_scores_gemma":[0.00189983,0.0003880862,0.960924,0.001566604,0.0005257963,0.0000292586,0.008684925,0.01795624,0.00005520074,0.001329114,0.005838445,0.0008025402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99244,0.002312684,0.000003776829,0.001683172,0.0004674557,0.0006034194,0.00003277518,0.00004157662,0.002415163],"genre_scores_gemma":[0.9957966,0.001817977,0.00000672249,0.001446138,0.0002496023,0.00007517439,0.000009881526,0.00005404015,0.0005439048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2227106,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03171646189328769,"score_gpt":0.2415788601102923,"score_spread":0.2098623982170046,"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."}}