{"id":"W4401514250","doi":"10.1561/104.00000143","title":"Insider Ownership and Firm Value: One Shape Does Not Fit All","year":2024,"lang":"en","type":"article","venue":"Critical Finance Review","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Ted Rogers Centre for Heart Research; Concordia University","funders":"","keywords":"Insider; Value (mathematics); Business; Enterprise value; Accounting; Econometrics; Economics; Mathematics; Statistics; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0189068,0.000806157,0.002806885,0.005334657,0.001185261,0.006150307,0.00246266,0.002444499,0.003915318],"category_scores_gemma":[0.06990066,0.0003339155,0.001774379,0.006193621,0.007076837,0.006602564,0.004101183,0.002072212,0.001043224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009271689,"about_ca_system_score_gemma":0.001394366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003256123,"about_ca_topic_score_gemma":0.002862267,"domain_scores_codex":[0.9942492,0.002707747,0.0002781678,0.001050762,0.001412998,0.0003010139],"domain_scores_gemma":[0.8759263,0.0868517,0.02202618,0.008862437,0.00523688,0.001096615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007567388,0.0001771712,0.4431086,0.001846455,0.003431511,0.001546531,0.01312322,0.003388924,0.002054586,0.2067752,0.00770571,0.3160852],"study_design_scores_gemma":[0.0001240007,0.0007555205,0.2933493,0.002385007,0.001897908,0.001977789,0.02019825,0.02025809,0.001470245,0.6330042,0.02438915,0.0001904932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7446833,0.1173301,0.05036439,0.04469472,0.0006491678,0.0001366837,0.000682525,0.0001924433,0.04126663],"genre_scores_gemma":[0.9795427,0.01286388,0.002929893,0.002525276,0.0008287966,0.00004344356,0.0002065296,0.00008801757,0.0009714499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0189068,"threshold_uncertainty_score":0.09998989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0808407911308249,"score_gpt":0.3034475817687834,"score_spread":0.2226067906379585,"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."}}