{"id":"W4416226153","doi":"10.1080/14735970.2025.2583623","title":"Board-shareholder dialogue: policy debate, legal constraints and best practices","year":2025,"lang":"en","type":"article","venue":"Journal of Corporate Law Studies","topic":"Corporate Governance and Law","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Institute on Governance","funders":"","keywords":"Best practice; Government (linguistics); Legislation; Public policy; Work (physics)","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":[0.09710231,0.0006985961,0.001875632,0.003306864,0.01035088,0.04050067,0.006263064,0.04303902,0.009653735],"category_scores_gemma":[0.1493778,0.001067164,0.0007538386,0.004684011,0.03307779,0.03499182,0.01208438,0.02639862,0.002134976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02048727,"about_ca_system_score_gemma":0.03084186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01702094,"about_ca_topic_score_gemma":0.01479945,"domain_scores_codex":[0.9295768,0.04466117,0.002034793,0.006120062,0.01073752,0.006869654],"domain_scores_gemma":[0.8622337,0.1172124,0.004158945,0.003317546,0.007878379,0.005199058],"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":[0.0000540135,0.00005673283,0.0003530958,0.0002548517,0.00001819308,0.00006755874,0.005828198,0.0002792035,0.0001485497,0.9160055,0.04250005,0.03443395],"study_design_scores_gemma":[0.0001185959,0.00004533905,0.001165336,0.002632469,0.00003383293,0.00006896936,0.008618923,0.0009169473,0.0005288932,0.7668429,0.2189699,0.0000579179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006280838,0.03357864,0.003837765,0.9295275,0.001784811,0.00002242948,0.00003587319,0.00003212152,0.02489999],"genre_scores_gemma":[0.6416489,0.03225737,0.005771847,0.2974782,0.006056064,0.0002239939,0.0000868255,0.0001394343,0.01633736],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09710231,"threshold_uncertainty_score":0.5135322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09443860312804375,"score_gpt":0.3185880788714722,"score_spread":0.2241494757434284,"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."}}