{"id":"W4380085988","doi":"10.1080/14719037.2023.2222119","title":"Integrating recommendations from sustainability performance audits: moving from words to action","year":2023,"lang":"en","type":"article","venue":"Public Management Review","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; École Nationale d'Administration Publique","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Audit; Action (physics); Sustainability; Business; Process management; Sustainability reporting; Accounting; Public relations; Political science; Corporate social responsibility","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.1285986,0.001387336,0.001485839,0.01106673,0.007481491,0.01958964,0.00384961,0.005203717,0.001505291],"category_scores_gemma":[0.3379417,0.001351553,0.0007539726,0.009783953,0.01500949,0.01637926,0.008498271,0.00968613,0.001090021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02255906,"about_ca_system_score_gemma":0.07956377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1372954,"about_ca_topic_score_gemma":0.1829426,"domain_scores_codex":[0.7658125,0.1402894,0.02078702,0.005962839,0.06017647,0.006971797],"domain_scores_gemma":[0.6386328,0.1866795,0.03378142,0.02068957,0.1141957,0.006020951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002129243,0.0002234017,0.04170936,0.003345825,0.0001887333,0.0008494961,0.1814798,0.002912339,0.003248749,0.04819592,0.05295455,0.6646789],"study_design_scores_gemma":[0.00007577144,0.0003431066,0.04386656,0.01143034,0.0002482629,0.00043035,0.346857,0.003151532,0.004071012,0.07335053,0.5154943,0.0006812193],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2761968,0.01475038,0.156005,0.4261778,0.007686563,0.002152719,0.0008976726,0.001064842,0.1150681],"genre_scores_gemma":[0.8113039,0.01368395,0.1453061,0.01975225,0.0008697285,0.0007622715,0.0006776619,0.0003715759,0.007272484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1372954,"threshold_uncertainty_score":0.6801025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280173004632262,"score_gpt":0.4558790221324665,"score_spread":0.3278617216692403,"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."}}