{"id":"W3017342830","doi":"10.2139/ssrn.3558889","title":"Digital Finance & Crisis","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thomson Reuters (Canada)","funders":"","keywords":"Financial crisis; Economics; Finance; Business; Financial system; Keynesian economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006063509,0.0001866104,0.0003487394,0.0001102773,0.0002099914,0.0001988677,0.0004140543,0.00007731601,0.0001313257],"category_scores_gemma":[0.0001276369,0.0002096328,0.0002206048,0.000355585,0.00003080592,0.0005573726,0.00006857212,0.001085188,0.005384471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003779611,"about_ca_system_score_gemma":0.0001889779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003947157,"about_ca_topic_score_gemma":0.000129381,"domain_scores_codex":[0.9972884,0.00000794652,0.0005703422,0.0003532746,0.00007155579,0.001708461],"domain_scores_gemma":[0.9993007,0.00001169333,0.0003427183,0.0002180544,0.00003769854,0.00008919164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005717773,0.00006650389,0.01201619,0.00001034765,0.0001054645,0.000004794734,0.000395808,0.0001307656,0.000003656714,0.9510683,0.01152322,0.02461771],"study_design_scores_gemma":[0.0004123961,0.00008839752,0.001232375,0.000004177557,0.00000525323,0.00002085251,0.0001731467,0.00004402665,0.000002645122,0.3172434,0.6805313,0.0002420815],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.418943,0.03232562,0.3942105,0.03099479,0.001345627,0.0005059202,0.0001987159,0.0001864131,0.1212895],"genre_scores_gemma":[0.9806199,0.01149425,0.0002524285,0.001438451,0.0005919058,0.000007417291,0.00001177239,0.00003496282,0.005548885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6690081,"threshold_uncertainty_score":0.9953899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167665241481887,"score_gpt":0.2137813738887925,"score_spread":0.1921047214739737,"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."}}