{"id":"W4386014443","doi":"10.58314/thj200","title":"Societal Relevance of Financial Management: A Case Study in Developing and Developed Countries","year":2023,"lang":"en","type":"article","venue":"American Journal of Multidisciplinary Research in Africa","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Developing country; Financial management; Transparency (behavior); Finance; Relevance (law); Accounting management; Order (exchange); Business; Recession; Developed country; Accounting; Economics; Economic growth; Political science; Accounting information system","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":[],"consensus_categories":[],"category_scores_codex":[0.005664319,0.0001458965,0.0006462358,0.001750012,0.0001688112,0.00003455522,0.0003338696,0.00004053893,0.000004762717],"category_scores_gemma":[0.0002254496,0.0001544017,0.00006593011,0.003340513,0.0004036653,0.0002928332,0.000448911,0.0004399107,0.00002348424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002344423,"about_ca_system_score_gemma":0.000129909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003718714,"about_ca_topic_score_gemma":0.0003002014,"domain_scores_codex":[0.9975379,0.0001330548,0.001185742,0.000330958,0.000225798,0.0005865726],"domain_scores_gemma":[0.998744,0.0003370973,0.0005125107,0.0002002934,0.0001363367,0.00006982106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005661974,0.0005829106,0.881894,0.0002618457,0.00007620332,0.0178602,0.03863971,0.000362879,0.000005639462,0.01784671,0.0003282045,0.04157552],"study_design_scores_gemma":[0.002450551,0.001320637,0.9271111,0.0003061934,0.000005670533,0.000146806,0.05062831,0.0007613718,0.000006422674,0.01217106,0.004773162,0.0003187241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967786,0.0007379096,0.0002185083,0.0006238122,0.0001131998,0.0004387829,0.00001639687,0.000007086412,0.001065685],"genre_scores_gemma":[0.9934728,0.003709888,0.002582729,0.00001047925,0.00003771677,0.00003871342,6.884584e-7,0.00001836205,0.0001285906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04521712,"threshold_uncertainty_score":0.6296317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133836284145402,"score_gpt":0.3615573239050329,"score_spread":0.2481736954904926,"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."}}