{"id":"W4224238808","doi":"10.3390/su14084431","title":"An Integrated Framework to Assess Greenwashing","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":179,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto Metropolitan University","funders":"Universität Wien","keywords":"Greenwashing; Deception; Quality (philosophy); Business; Political science; Environmental resource management; Public relations; Risk analysis (engineering); Economics; Law; Corporate social responsibility","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001670578,0.0002023053,0.0002056816,0.00004171027,0.0007685117,0.00007311466,0.0008447063,0.00006787864,0.0115174],"category_scores_gemma":[0.001911545,0.0002108196,0.00008113692,0.001150286,0.0001942752,0.000417461,0.001039643,0.0005533411,0.00005233988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007368598,"about_ca_system_score_gemma":0.000155735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002204163,"about_ca_topic_score_gemma":0.0003627962,"domain_scores_codex":[0.9971279,0.0005175197,0.0002702192,0.0007698152,0.0006515981,0.0006629285],"domain_scores_gemma":[0.998357,0.0001738729,0.00008220047,0.001006305,0.00009858145,0.0002820138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004118112,0.001360851,0.8514487,0.0001152352,0.00001192422,0.0001255127,0.03294348,0.06791747,0.0003034799,0.005738895,0.003220054,0.03640257],"study_design_scores_gemma":[0.000290351,0.0008653118,0.5271839,0.000006706384,0.00001657185,0.00001399257,0.1932929,0.00153841,0.0002247608,0.1083227,0.1674745,0.0007697656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907596,0.00001148367,0.004152227,0.003012168,0.0001873844,0.0007807017,0.0000435301,0.0001758143,0.0008770631],"genre_scores_gemma":[0.9960132,8.217199e-7,0.0017391,0.001285813,0.00003981781,0.0003916696,0.00001653878,0.00002357104,0.0004894538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3242647,"threshold_uncertainty_score":0.996442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363637900879655,"score_gpt":0.302219306702041,"score_spread":0.2785829276932444,"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."}}