{"id":"W7115811518","doi":"","title":"The new organizational gatekeeper: Enhancing reputation management through data","year":2023,"lang":"","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Corporate Identity and Reputation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Reputation; Value (mathematics); Analytics; Best practice; Public sector; Private sector; Reputation management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01103194,0.0002131173,0.0002503232,0.002214934,0.003429055,0.009481113,0.001297409,0.000691624,0.002167419],"category_scores_gemma":[0.0276914,0.0002350746,0.0002499464,0.001809844,0.002491158,0.01066912,0.004931752,0.00143624,0.0005841352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796992,"about_ca_system_score_gemma":0.004746058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00310802,"about_ca_topic_score_gemma":0.005236143,"domain_scores_codex":[0.9936459,0.003735465,0.0002776752,0.0004009987,0.001515783,0.0004242214],"domain_scores_gemma":[0.9702089,0.01444398,0.004011368,0.004419279,0.003861972,0.003054501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002383588,0.000820878,0.08715963,0.0005662505,0.0001050512,0.0006304854,0.06493642,0.002244079,0.005429536,0.1232275,0.02196476,0.6926771],"study_design_scores_gemma":[0.0001390896,0.001786727,0.1212514,0.001744189,0.0002650061,0.00172515,0.1165694,0.03045125,0.01608185,0.1192218,0.5902472,0.0005169971],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7218339,0.002222131,0.06933693,0.03725517,0.0005219274,0.0003812307,0.0002962898,0.0007526488,0.1673998],"genre_scores_gemma":[0.9773742,0.0004998996,0.01677535,0.0003810104,0.00006722418,0.00003999714,0.00008180468,0.00003660297,0.004743854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01103194,"threshold_uncertainty_score":0.05834317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237986505219352,"score_gpt":0.218080913622362,"score_spread":0.1957010485701685,"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."}}