{"id":"W3164812819","doi":"10.2139/ssrn.3849762","title":"Walk the Talk: ESG Mutual Fund Voting on Shareholder Proposals","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Mutual fund; Shareholder; Voting; Business; Finance; Accounting; Corporate governance; Political science; Law; Politics","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":[0.0008492953,0.0001977835,0.0001780256,0.00006280677,0.0005405235,0.0004194905,0.0003654808,0.00005868739,0.0001812831],"category_scores_gemma":[0.0001448217,0.0001385506,0.0001421849,0.0004793461,0.00003763292,0.0007470021,0.0001378548,0.001435652,0.0003781617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002325726,"about_ca_system_score_gemma":0.000740928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152727,"about_ca_topic_score_gemma":0.001808794,"domain_scores_codex":[0.9974669,0.00002211417,0.0002822413,0.0002708126,0.0003829254,0.001574976],"domain_scores_gemma":[0.9991629,0.00003888063,0.0003646499,0.0002216753,0.0001999851,0.00001193293],"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":[0.0001680567,0.0002856872,0.04020032,0.00006612475,0.0002420784,0.0004377742,0.00009208704,0.0003929616,0.0006019224,0.7869962,0.01717039,0.1533464],"study_design_scores_gemma":[0.003989506,0.0002483398,0.1041582,0.0005663992,0.0002865313,0.002054115,0.003764908,0.002213737,0.0006728048,0.2458326,0.6346838,0.001529122],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754925,0.001820076,0.001396253,0.01101886,0.0007201878,0.0001956532,0.000003140816,0.00006969806,0.009283592],"genre_scores_gemma":[0.9849445,0.0003239234,0.000008720157,0.002420607,0.00274709,0.000006584605,0.000006536852,0.00003442575,0.009507671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6175134,"threshold_uncertainty_score":0.6237273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167746517042021,"score_gpt":0.2237994377158895,"score_spread":0.2021219725454693,"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."}}