{"id":"W7132087235","doi":"","title":"2024 ESG WHITE PAPER","year":2024,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.0006755756,0.00256526,0.001679825,0.002006457,0.001362648,0.001210513,0.001717863,0.002721267,0.04793617],"category_scores_gemma":[0.0002825827,0.002632764,0.001718593,0.001794601,0.004616366,0.0009513471,0.001094329,0.003806577,0.4608671],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004381401,"about_ca_system_score_gemma":0.007208856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001554979,"about_ca_topic_score_gemma":0.00007084681,"domain_scores_codex":[0.9880086,0.0004690967,0.002359659,0.004040811,0.003337522,0.001784371],"domain_scores_gemma":[0.9944246,0.0001209021,0.000947696,0.002753495,0.000602887,0.001150361],"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":[0.000205873,0.0006185803,0.0003385543,0.001796138,0.00255025,0.01411454,0.0004230532,0.0007231547,0.004075912,0.06415612,0.9103104,0.0006873588],"study_design_scores_gemma":[0.0008072519,0.0001309228,0.0006234579,0.006959702,0.001695593,0.007944854,0.0001344375,0.0002084409,0.000318637,0.001453753,0.9770587,0.002664245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001363004,0.06431644,0.0002088528,0.0002094311,0.06537287,0.00134482,0.000760763,0.001001281,0.8666493],"genre_scores_gemma":[0.04044005,0.0004790108,0.0005968729,0.0005099284,0.0175201,0.0003975971,0.0002690536,0.002869241,0.9369181],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4129309,"threshold_uncertainty_score":0.9999374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059133746357978,"score_gpt":0.2429972637748391,"score_spread":0.2324059263112594,"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."}}