{"id":"W6965113939","doi":"10.34989/swp-2025-12","title":"Liquidation Mechanisms and Price Impacts in DeFi","year":2025,"lang":"en","type":"article","venue":"Bank of Canada Research","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Collateral; Common value auction; Debt; House price; Market price; Empirical research","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":[],"consensus_categories":[],"category_scores_codex":[0.0004381398,0.0000302499,0.000066878,0.0000233484,0.0001801997,0.000006879655,0.00009027246,0.0000384747,0.0000580687],"category_scores_gemma":[0.0001828059,0.00001256367,0.000006907881,0.0003317587,0.00006887547,0.00002881115,0.0001082796,0.00008057708,6.122608e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005839553,"about_ca_system_score_gemma":0.00008619621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.303939,"about_ca_topic_score_gemma":0.9295973,"domain_scores_codex":[0.9994446,0.00006074748,0.00006436677,0.00009344674,0.000156873,0.0001799636],"domain_scores_gemma":[0.9996142,0.0002468349,0.00001216692,0.00001789556,0.00008093931,0.00002793557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006247679,0.000247999,0.6289758,0.0002034255,0.00009134796,0.00007396076,0.000315411,0.000009120335,0.1005904,0.1033283,0.1164642,0.04907528],"study_design_scores_gemma":[0.00007262844,0.0001015934,0.9896057,0.00001421244,0.000001001418,3.150621e-7,0.0003859873,0.000008892264,0.002928567,0.002127889,0.004725052,0.00002818342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878644,0.0001759382,3.602613e-7,0.007522159,0.00002646846,0.00009372587,0.000010653,0.000002404716,0.004303926],"genre_scores_gemma":[0.9993651,0.00006218368,0.00001547551,0.00007803537,0.000005009382,0.000002579525,0.000003588339,6.636123e-8,0.0004679419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6256584,"threshold_uncertainty_score":0.7006962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02909938687538722,"score_gpt":0.2660587127764179,"score_spread":0.2369593259010307,"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."}}