{"id":"W4385812404","doi":"10.3390/jrfm16080371","title":"Dual Perspectives on Financial Performance: Analyzing the Impact of Digital Transformation and COVID-19 on European Listed Companies","year":2023,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Return on equity; Coronavirus disease 2019 (COVID-19); Business; Return on assets; Robustness (evolution); Equity (law); Panel data; Accounting; Sample (material); Econometrics; Actuarial science; Finance; Economics; Profitability index","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":[0.002934161,0.0004143568,0.0004313444,0.002228411,0.0003587912,0.003179653,0.0004189734,0.001092533,0.003424848],"category_scores_gemma":[0.009401344,0.0001106523,0.0006961039,0.002366807,0.001065893,0.002549624,0.00247863,0.001619943,0.0004450262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578648,"about_ca_system_score_gemma":0.0008003924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006716751,"about_ca_topic_score_gemma":0.005328307,"domain_scores_codex":[0.9983456,0.0004344326,0.0001453891,0.0001972786,0.0004414242,0.0004358419],"domain_scores_gemma":[0.9833685,0.005107959,0.008185028,0.0004839533,0.001459222,0.001395394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000187104,0.0002366433,0.9704453,0.00007405745,0.0001987496,0.0006250807,0.0004626188,0.00471185,0.000418551,0.003234426,0.0008141086,0.0185915],"study_design_scores_gemma":[0.00001276293,0.0004109664,0.9852544,0.0001134016,0.0001283221,0.0001528898,0.00227377,0.006124815,0.0009131341,0.001521431,0.003051206,0.00004290315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912114,0.001326368,0.0002840633,0.001064496,0.00001955212,0.00001106947,0.0005230946,0.000008789323,0.005551266],"genre_scores_gemma":[0.998834,0.0003080873,0.00004983053,0.00006118834,0.00002898139,0.000003418835,0.0003478191,0.00000149646,0.000365199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006716751,"threshold_uncertainty_score":0.01551747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236228522249749,"score_gpt":0.2667861635869895,"score_spread":0.234423878364492,"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."}}