{"id":"W3124446557","doi":"10.2139/ssrn.255131","title":"Predicting Equity Liquidity","year":2001,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Market liquidity; Equity (law); Business; Economics; Financial system; Monetary economics; Financial economics; Political science","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":[0.002264992,0.000136409,0.0002413851,0.0001217711,0.0002991721,0.0001231748,0.0002870091,0.00008249229,0.0002484403],"category_scores_gemma":[0.0001373046,0.0001428669,0.0001272257,0.0001759723,0.00004839562,0.0004614056,0.00007174019,0.001010439,0.000203472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006612596,"about_ca_system_score_gemma":0.0003815595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002544243,"about_ca_topic_score_gemma":0.0003117683,"domain_scores_codex":[0.9973728,0.0000174544,0.0004788866,0.0002264814,0.00005339721,0.001850953],"domain_scores_gemma":[0.9994017,0.00002024477,0.0003116492,0.0001597756,0.00002827132,0.00007835254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002736886,0.00004612587,0.06175698,0.000003069763,0.00004310681,0.000003703409,0.00005033455,0.00001541417,0.00001050789,0.9348442,0.0002143592,0.002984837],"study_design_scores_gemma":[0.0003731102,0.0002863527,0.01484189,0.000009082714,0.000004887308,0.0001713969,0.0002401489,0.0003345082,0.00000832839,0.9518394,0.03170959,0.0001813104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8297065,0.007624075,0.004584236,0.00117547,0.0006289477,0.00009498156,0.000008471668,0.00005256777,0.1561248],"genre_scores_gemma":[0.9831145,0.01292227,0.00005289121,0.0002060492,0.0005864404,0.000004492159,0.00000247687,0.00001814697,0.003092716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1534081,"threshold_uncertainty_score":0.5825942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03286329693596441,"score_gpt":0.2437379839056902,"score_spread":0.2108746869697258,"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."}}