{"id":"W4280611923","doi":"10.1080/01559982.2022.2066403","title":"On the use of framing strategies by the Big Four accounting firms: bringing sustainability risks into the mainstream","year":2022,"lang":"en","type":"article","venue":"Accounting Forum","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Framing (construction); Sustainability; Mainstream; Business ethics; Sustainability organizations; Business; Public relations; Sociology; Economics; Political science; Engineering; Law","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001867302,0.000302154,0.0002339867,0.0001516794,0.004751451,0.00136958,0.00108379,0.00004040306,0.0002452564],"category_scores_gemma":[0.001587191,0.0001742154,0.0001450626,0.001310606,0.0002391407,0.001167765,0.002140102,0.0004873567,0.00001614288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322929,"about_ca_system_score_gemma":0.00005335555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007169296,"about_ca_topic_score_gemma":0.0008365148,"domain_scores_codex":[0.9976289,0.00006421693,0.0004820085,0.0003930969,0.0008290485,0.0006027072],"domain_scores_gemma":[0.9973114,0.001087611,0.0006487461,0.0005872812,0.0003584953,0.000006508897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008216483,0.0002038331,0.4156151,0.0003586849,0.0003632244,0.000008165732,0.002031481,0.02199547,0.000105811,0.3662875,0.1580769,0.03487174],"study_design_scores_gemma":[0.0005305022,0.00003265186,0.04817121,0.00008662669,0.0002351924,0.000002583216,0.1103479,0.02415557,0.00004538167,0.09323233,0.722463,0.0006970157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967328,0.0003072678,0.001226388,0.02455426,0.0006351332,0.0008919426,0.000007299638,0.0001721122,0.004877651],"genre_scores_gemma":[0.9934339,0.00001265513,0.00003014814,0.005430809,0.0004730477,0.0001057198,0.0000221769,0.00005026481,0.0004412992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5643861,"threshold_uncertainty_score":0.9996671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0291051414502562,"score_gpt":0.2339387351014946,"score_spread":0.2048335936512384,"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."}}