{"id":"W4406433090","doi":"10.2139/ssrn.5088105","title":"equity is not Equity","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Equity (law); Equity capital markets; Business; Economics; Finance; Private equity; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003416639,0.0004268629,0.0008798552,0.001382868,0.001926124,0.006258661,0.0008579309,0.003116261,0.02483055],"category_scores_gemma":[0.01790746,0.000278167,0.0004377809,0.001135405,0.008807008,0.01156981,0.003087434,0.004812609,0.001962785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001953344,"about_ca_system_score_gemma":0.00195421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003124715,"about_ca_topic_score_gemma":0.002087704,"domain_scores_codex":[0.9954718,0.0007619793,0.0002320048,0.001069704,0.001503861,0.0009605773],"domain_scores_gemma":[0.9891614,0.004901501,0.00183633,0.001090245,0.001935436,0.00107508],"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":[0.00002728518,0.00003131402,0.001983269,0.00003455011,0.00003121021,0.00006645414,0.000215605,0.000151524,0.0001137024,0.980823,0.00671608,0.00980603],"study_design_scores_gemma":[0.00001139693,0.00001178613,0.001200253,0.00002952477,0.00001468183,0.00005612743,0.0002596512,0.0002215995,0.0001349525,0.9849583,0.01309511,0.000006705409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1196637,0.004207551,0.02231761,0.1119623,0.002212595,0.00008650839,0.0007128576,0.00007866559,0.7387582],"genre_scores_gemma":[0.9447151,0.000924153,0.001110603,0.009164275,0.001483691,0.00005480056,0.0001455076,0.00004165565,0.04236019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9986171,"threshold_uncertainty_score":0.08306646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4862423886454763,"score_gpt":0.6123007699302478,"score_spread":0.1260583812847715,"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."}}