{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005093075,0.001200993,0.001064257,0.003077964,0.003462831,0.01604569,0.002618759,0.01010672,0.6394542],"category_scores_gemma":[0.01362548,0.0006956523,0.001334457,0.002561023,0.001112954,0.003684422,0.003552241,0.005026212,0.6358291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004958691,"about_ca_system_score_gemma":0.01521442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02942557,"about_ca_topic_score_gemma":0.05225438,"domain_scores_codex":[0.9963671,0.000267007,0.0001196603,0.0002776026,0.002147547,0.0008210939],"domain_scores_gemma":[0.9924828,0.0006128111,0.0002764347,0.0005520895,0.003488893,0.002586911],"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":[0.00001631583,0.000009864607,0.00002154236,0.00001428975,0.000001015913,0.00001070109,0.000004150333,0.00001585725,0.00002407614,0.001745968,0.9953367,0.002799456],"study_design_scores_gemma":[0.00001931454,0.000006865284,0.0001961542,0.00004706143,0.000002247663,0.000008996577,0.00002275927,0.00005059347,0.00008689684,0.001362003,0.998189,0.000008263946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00049676,0.0005255284,0.0006294375,0.01642557,0.009854275,0.000299991,0.02622759,0.002145804,0.943395],"genre_scores_gemma":[0.001346349,0.0001939335,0.0004712087,0.007264523,0.0008794434,0.0001497423,0.006492329,0.001183236,0.9820192],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6394542,"threshold_uncertainty_score":0.5142748,"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."}}