{"id":"W7110827306","doi":"10.2139/ssrn.5893695","title":"L’administrateur parrèsiaste face à la vulnérabilité : expert, bienveillant ou dissident?The Parrhesiastic Director Confronting Vulnerability: Expert, Benevolent, or Dissident?","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Constructive; Pragmatism; Vulnerability (computing); Face (sociological concept); Situational ethics","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":[0.01290757,0.0004548266,0.0004836132,0.001371446,0.008609986,0.01365953,0.0009680091,0.006827265,0.02240323],"category_scores_gemma":[0.0394536,0.0005938921,0.0003512743,0.001113131,0.007034354,0.008449193,0.00444362,0.008320797,0.003994309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008307752,"about_ca_system_score_gemma":0.01407402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02260521,"about_ca_topic_score_gemma":0.01746206,"domain_scores_codex":[0.9862933,0.007344248,0.0003965708,0.001114785,0.002602013,0.002249063],"domain_scores_gemma":[0.9745685,0.008008011,0.003799802,0.001566795,0.006035377,0.00602151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003504186,0.0003765346,0.05856261,0.0001827037,0.0001186917,0.006069907,0.07055508,0.0008328622,0.00353509,0.2697693,0.3782737,0.2113731],"study_design_scores_gemma":[0.0000288034,0.0001108929,0.01709665,0.0001539894,0.00001493573,0.00190824,0.02172893,0.0005224017,0.0007906355,0.0112379,0.9463359,0.00007077029],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1373567,0.006060313,0.004425869,0.7023694,0.004930407,0.00004295639,0.0001447675,0.0003632415,0.1443063],"genre_scores_gemma":[0.8477376,0.003406743,0.00232621,0.03760151,0.005235151,0.00005860514,0.00009936494,0.0002312749,0.1033035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02260521,"threshold_uncertainty_score":0.07494628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0213471834938398,"score_gpt":0.2747127305572873,"score_spread":0.2533655470634475,"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."}}