{"id":"W4399880461","doi":"10.1093/rfs/hhae026","title":"Institutional Brokerage Networks: Facilitating Liquidity Provision","year":2024,"lang":"en","type":"article","venue":"Review of Financial Studies","topic":"Banking stability, regulation, efficiency","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Market liquidity; Business; Financial system; Finance; Monetary economics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001551016,0.0001477313,0.0005927327,0.0000878006,0.0001867791,0.0000210097,0.0001392409,0.00005521707,0.00005973301],"category_scores_gemma":[0.00246113,0.0001416041,0.0002000852,0.0005221192,0.0001969975,0.0001993966,0.0001008289,0.0001278719,0.000072407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569437,"about_ca_system_score_gemma":0.00007251968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003252643,"about_ca_topic_score_gemma":0.00001014234,"domain_scores_codex":[0.9983951,0.00002933623,0.0009180356,0.000386541,0.00007387101,0.0001970656],"domain_scores_gemma":[0.9992375,0.0001928074,0.0002170303,0.0002129726,0.000116225,0.00002351201],"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":[0.00000837892,0.0001357348,0.005281111,0.03302773,0.00008611481,0.000006032943,0.001343182,0.0008609277,0.000004002715,0.7373759,0.005688245,0.2161826],"study_design_scores_gemma":[0.0003584182,0.0003134904,0.09072951,0.03251435,0.00006454845,0.00001014227,0.00005484115,0.0121271,0.00002384877,0.07281916,0.7901329,0.0008516909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05427002,0.934139,0.008110312,0.0005101745,0.0009459282,0.0004172859,0.00008940139,0.00005966251,0.001458214],"genre_scores_gemma":[0.7373276,0.2612066,0.0008818996,0.0001573956,0.0002364322,0.00005260286,0.0000137427,0.00001086729,0.0001127722],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7844446,"threshold_uncertainty_score":0.5774447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04372713334866128,"score_gpt":0.2938978355997299,"score_spread":0.2501707022510686,"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."}}