{"id":"W4220927700","doi":"10.3390/jrfm15030135","title":"The Interplay between Digitalization, Education and Financial Development: A European Case Study","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Economic Growth and Development","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Financial sector development; Openness to experience; Economics; Finance; Financial market; Unemployment; Financial services; Indirect finance; Business; Financial system; Financial sector; Economic growth","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":[0.001818703,0.0002669725,0.000273841,0.001901271,0.0008585586,0.001751819,0.0003149399,0.0009206661,0.00205793],"category_scores_gemma":[0.003433269,0.00009828611,0.0004530717,0.003312525,0.00133202,0.001447084,0.00149664,0.0008210925,0.0001173556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001457016,"about_ca_system_score_gemma":0.0007581269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02230851,"about_ca_topic_score_gemma":0.01677382,"domain_scores_codex":[0.9991738,0.0004320297,0.00005422744,0.0000671474,0.00007824047,0.0001944795],"domain_scores_gemma":[0.9971662,0.001827366,0.0004934383,0.000149605,0.0001488073,0.000214507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005297964,0.001370487,0.7772473,0.0002590532,0.0001631894,0.0149108,0.008200825,0.03661278,0.0004354934,0.08147221,0.003400116,0.07539808],"study_design_scores_gemma":[0.0002095194,0.0007264451,0.80364,0.001042756,0.0002959787,0.009025137,0.04883124,0.05778338,0.00326984,0.02423926,0.05077242,0.0001639869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906449,0.000670416,0.0009639669,0.0006544772,0.000006250204,0.00001696687,0.0002664267,0.000007719068,0.006768837],"genre_scores_gemma":[0.9979156,0.0005774527,0.0005687076,0.00004903405,0.000006810947,0.00000835365,0.0001082546,0.00000205383,0.0007637617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02230851,"threshold_uncertainty_score":0.04435736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006404060191064711,"score_gpt":0.2184123279206037,"score_spread":0.212008267729539,"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."}}