{"id":"W4386014444","doi":"10.58314/ehi890","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":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"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; Economics; Accounting; Economic growth; Political science; Accounting information system; Sociology","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":[0.00618259,0.0001292062,0.000616441,0.00152582,0.000144309,0.00004237388,0.000285895,0.00004168141,0.000007376315],"category_scores_gemma":[0.0002483461,0.0001422437,0.00005736421,0.002073305,0.000403764,0.0002736711,0.0003973518,0.0004082542,0.00001831896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002734984,"about_ca_system_score_gemma":0.000169398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002437947,"about_ca_topic_score_gemma":0.0003153138,"domain_scores_codex":[0.9978048,0.000138975,0.001114471,0.0002951098,0.0001219677,0.0005246694],"domain_scores_gemma":[0.99863,0.0005427871,0.0004738558,0.0001756755,0.00009133454,0.00008629689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005235109,0.0003944557,0.9179409,0.0001837476,0.00006837928,0.008699317,0.03445749,0.0004233235,0.000005829422,0.003201428,0.0002306323,0.03387095],"study_design_scores_gemma":[0.004825338,0.002011343,0.8528219,0.0004893323,0.00001019668,0.0006396154,0.1085447,0.00564664,0.00001131134,0.01896201,0.005372498,0.0006651239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965978,0.0002624535,0.00008511153,0.0005804936,0.0001031111,0.0002670007,0.00001098446,0.000006718182,0.002086276],"genre_scores_gemma":[0.9937826,0.002790999,0.003270837,0.000006247247,0.00003499935,0.00001715116,6.29401e-7,0.0000200819,0.00007648522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07408717,"threshold_uncertainty_score":0.5800532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238352993968743,"score_gpt":0.358866741824249,"score_spread":0.2350314424273747,"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."}}