{"id":"W4296616755","doi":"10.1017/beq.2022.20","title":"The Role of Deliberative Mini-Publics in Improving the Deliberative Capacity of Multi-Stakeholder Initiatives","year":2022,"lang":"en","type":"article","venue":"Business Ethics Quarterly","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Victoria","funders":"University of Victoria","keywords":"Conceptualization; Publics; Corporate governance; Political science; Stakeholder; Public relations; Deliberative democracy; Polity; Civil society; Sociology; Public administration; Management; Economics; Law; Politics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005470565,0.0002480517,0.0003872349,0.0002256218,0.001149276,0.0002377703,0.0005816093,0.0001288911,0.00003000847],"category_scores_gemma":[0.004023855,0.0001798605,0.0001174415,0.002030483,0.0006364745,0.001061393,0.0002934181,0.001175082,0.000002193996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001015063,"about_ca_system_score_gemma":0.0006050055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004997086,"about_ca_topic_score_gemma":0.008084787,"domain_scores_codex":[0.9968318,0.0004756169,0.001102511,0.0003773831,0.0008426334,0.0003700894],"domain_scores_gemma":[0.9933895,0.001953782,0.001794719,0.0005030723,0.002346281,0.00001268461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001410523,0.002009873,0.0983354,0.001214936,0.000394806,0.00005486594,0.2847972,0.003347565,0.04991198,0.3542128,0.0001327515,0.2041773],"study_design_scores_gemma":[0.00272755,0.0002230973,0.4246859,0.0001982594,0.0001746409,0.00001176647,0.426736,0.03712609,0.001798129,0.09919011,0.005955095,0.001173364],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937678,0.0002214988,0.0007303163,0.002834274,0.0003112999,0.0007498237,0.00002540457,0.00004184311,0.001317763],"genre_scores_gemma":[0.9989531,0.000004700881,0.0002284268,0.0004359825,0.0001383369,0.00013156,0.00001766457,0.00003432524,0.00005588507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3263505,"threshold_uncertainty_score":0.8839415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043048008649893,"score_gpt":0.2872697813252834,"score_spread":0.1829649804602941,"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."}}