{"id":"W4411757596","doi":"10.1002/cjas.70017","title":"ESG Messaging on Social Media and Cost of Capital: A Canadian Perspective","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Perspective (graphical); Social capital; Business; Social media; Computer science; World Wide Web; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001774586,0.0004258466,0.0004161318,0.004460547,0.004266437,0.006302602,0.0007875267,0.0009586626,0.01162293],"category_scores_gemma":[0.01057676,0.0001798057,0.0003280387,0.005974055,0.002497256,0.002535485,0.001435938,0.001657027,0.000358546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04194244,"about_ca_system_score_gemma":0.03338683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9785377,"about_ca_topic_score_gemma":0.9829061,"domain_scores_codex":[0.9978496,0.0003858146,0.00005293447,0.0001840935,0.0009784563,0.0005490528],"domain_scores_gemma":[0.9862849,0.003704941,0.002650891,0.0003260162,0.005498107,0.001535106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004143211,0.0003487692,0.4864874,0.0008109639,0.000334318,0.001638856,0.04190343,0.004427026,0.002075693,0.2573591,0.06279859,0.1414014],"study_design_scores_gemma":[0.00006251675,0.0001430175,0.7421296,0.001439344,0.0004646134,0.0002473123,0.06428179,0.006360965,0.001368008,0.01997506,0.163173,0.0003547636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5791473,0.009880361,0.001280821,0.05286467,0.0002669465,0.0001149542,0.005751948,0.00004192638,0.3506511],"genre_scores_gemma":[0.9891888,0.00317263,0.0003388237,0.0008277976,0.00006380009,0.00001118708,0.0002866426,0.00001066304,0.006099694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04194244,"threshold_uncertainty_score":0.3043151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08384570491617456,"score_gpt":0.3125526532084265,"score_spread":0.2287069482922519,"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."}}