{"id":"W3034001844","doi":"10.3390/su12114740","title":"Technology-enhanced Auditing in Voluntary Sustainability Standards: The Impact of COVID-19","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Certification; Audit; Business; Sustainability; Coronavirus disease 2019 (COVID-19); Work (physics); Accounting; Public relations; Engineering; Political science; Economics; Management; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00124288,0.0002224167,0.0003976447,0.0001849917,0.0003058222,0.00006999035,0.0004271345,0.00008309506,0.0001967787],"category_scores_gemma":[0.01656587,0.0001583621,0.0001948367,0.002039807,0.0006264732,0.0004982694,0.0004605707,0.0002766402,0.000003613698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002119788,"about_ca_system_score_gemma":0.001252292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002355543,"about_ca_topic_score_gemma":0.0002477372,"domain_scores_codex":[0.9981883,0.00005750604,0.0005145998,0.0004512601,0.0003397581,0.0004485579],"domain_scores_gemma":[0.9967158,0.0001375206,0.0003133372,0.000484675,0.002315915,0.00003277724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003905164,0.0001290923,0.9598575,0.001651928,0.00004227828,0.0000110104,0.001264596,0.008914034,0.00003526089,0.01292505,0.003753725,0.011025],"study_design_scores_gemma":[0.0009392954,0.00006189656,0.6271089,0.00001583959,0.00002139169,5.069311e-7,0.03500481,0.004139123,0.0000312999,0.323631,0.008771322,0.0002746246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330668,0.0001400235,0.002471996,0.06113507,0.00004209405,0.001135451,0.0000118368,0.0001985748,0.00179814],"genre_scores_gemma":[0.9988899,0.000003286414,0.00001846168,0.0007957887,0.0001621286,0.00007676242,0.0000058206,0.0000132657,0.00003458041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3327486,"threshold_uncertainty_score":0.991718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751786764778311,"score_gpt":0.3158692005757599,"score_spread":0.2983513329279768,"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."}}