{"id":"W7132057996","doi":"","title":"2023 CEIBS ESG White Paper","year":2023,"lang":"en","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002932447,0.0009277662,0.0007705498,0.0009991187,0.0006331111,0.0001607596,0.0008953005,0.001150991,0.003608656],"category_scores_gemma":[0.0002663873,0.0009484473,0.0005016098,0.0008879793,0.001149974,0.0003423727,0.000343265,0.0009558481,0.07513099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168819,"about_ca_system_score_gemma":0.001523813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007021233,"about_ca_topic_score_gemma":0.0009878557,"domain_scores_codex":[0.9951719,0.0001705945,0.000778975,0.001403204,0.001616585,0.0008587138],"domain_scores_gemma":[0.9972691,0.0001136718,0.0005766997,0.001433181,0.0001912115,0.000416164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004069039,0.0001328797,0.0008470277,0.000136067,0.0004383829,0.002298712,0.00004745358,0.0002296539,0.0008014078,0.01295336,0.9817798,0.0002945334],"study_design_scores_gemma":[0.000565286,0.00003210264,0.003053333,0.0009971628,0.0001674063,0.0006126716,0.00003292223,0.00002409853,0.0001017285,0.0001432517,0.9932315,0.001038523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007206471,0.002722145,0.00009124643,0.00007358406,0.01185871,0.0006585248,0.0006267205,0.004943625,0.9789534],"genre_scores_gemma":[0.003659868,0.0001590659,0.0003696289,0.0002293626,0.006408978,0.0002870866,0.0003722484,0.003833746,0.98468],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07152233,"threshold_uncertainty_score":0.9992966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336672468970091,"score_gpt":0.2423239674577033,"score_spread":0.2289572427680024,"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."}}