{"id":"W1559784930","doi":"10.34989/tr-95","title":"Essays on Financial Stability","year":2021,"lang":"en","type":"article","venue":"Technical reports","topic":"Global Financial Crisis and Policies","field":"Economics, Econometrics and Finance","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Financial stability; Stability (learning theory); Economics; Finance; Business; Financial system; Computer science; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002787163,0.001134774,0.0006244623,0.003420389,0.003674156,0.005024088,0.0008660908,0.003103787,0.01740088],"category_scores_gemma":[0.01973697,0.000244797,0.0007081555,0.002886033,0.005110763,0.006189985,0.002361175,0.004345583,0.004210833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004518808,"about_ca_system_score_gemma":0.00214879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004021965,"about_ca_topic_score_gemma":0.002786968,"domain_scores_codex":[0.9980363,0.0006842228,0.0001253433,0.0002160434,0.0007108559,0.000227195],"domain_scores_gemma":[0.9916688,0.005543879,0.0005119613,0.000275338,0.001562673,0.0004372765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002444071,0.0000172448,0.0002211357,0.000177153,0.000008985365,0.00008702916,0.001307536,0.0003230902,0.0000655912,0.2199328,0.7461171,0.0317179],"study_design_scores_gemma":[0.000004537494,0.00000916779,0.000321974,0.000407469,0.000002364337,0.00005259488,0.0004610662,0.00008971801,0.00002807479,0.04575986,0.9528546,0.000008523173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003313233,0.2076565,0.004675562,0.3373129,0.06837805,0.00006619652,0.0005332523,0.0001489071,0.3779154],"genre_scores_gemma":[0.1290947,0.1895411,0.004501251,0.08988658,0.1296052,0.0003265058,0.0009198065,0.0003721745,0.4557526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01740088,"threshold_uncertainty_score":0.0582118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654962286200664,"score_gpt":0.249180676070364,"score_spread":0.2126310532083574,"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."}}