{"id":"W2912796968","doi":"10.1080/03155986.2018.1533205","title":"Effect of share collateralization by directors/supervisors on control rights, risk, and performance: application to the Taiwan market","year":2019,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collateralization; Business; Control (management); Accounting; Actuarial science; Finance; Computer science; Credit risk; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003170338,0.0004689843,0.0004793621,0.001023603,0.0004908651,0.001286031,0.0005901243,0.0009162425,0.00537175],"category_scores_gemma":[0.0077513,0.0001605746,0.001219893,0.0008825029,0.0008367402,0.001163604,0.0009246573,0.001250775,0.0002488355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006373398,"about_ca_system_score_gemma":0.00103472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01935389,"about_ca_topic_score_gemma":0.01122022,"domain_scores_codex":[0.9988223,0.0005967224,0.00006166982,0.0001869119,0.0001211011,0.0002112678],"domain_scores_gemma":[0.9754272,0.01638559,0.004685608,0.0008790396,0.0006949426,0.001927775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006325137,0.0007850981,0.9781983,0.00003862535,0.0005482865,0.001120363,0.0005556777,0.005007016,0.0006120569,0.0009030962,0.0008670261,0.01073197],"study_design_scores_gemma":[0.00007523464,0.0009929113,0.9520825,0.0000247971,0.000516899,0.0001425474,0.001959598,0.0420647,0.0005727572,0.000753511,0.000777051,0.00003747965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987392,0.0001598338,0.0002002335,0.0001909964,0.000005542481,0.000009215721,0.00007317524,0.000006667438,0.00061519],"genre_scores_gemma":[0.9994687,0.00006154289,0.00004617581,0.00001079029,0.00001021051,0.000004057448,0.00007691408,0.000001319964,0.0003202282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01935389,"threshold_uncertainty_score":0.03848249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009302811188499748,"score_gpt":0.2466471414534633,"score_spread":0.2373443302649636,"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."}}