{"id":"W4317884458","doi":"10.3905/jesg.2023.1.066","title":"The Impact of ESG Risks on the Performance of Infrastructure Mutual Funds","year":2023,"lang":"en","type":"article","venue":"The Journal of Impact and ESG Investing","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Business; Equity (law); Corporate governance; Mutual fund; Sample (material); Systematic risk; Recession; Finance; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.00214145,0.0001454616,0.0003442985,0.0001816083,0.0003224854,0.00004715397,0.00038794,0.00006137161,0.00002140456],"category_scores_gemma":[0.0008719232,0.00006597055,0.0001910537,0.0005806985,0.0002361602,0.0002094516,0.00007670671,0.0004028116,0.000005581831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006586997,"about_ca_system_score_gemma":0.0001042462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002747282,"about_ca_topic_score_gemma":0.00000334939,"domain_scores_codex":[0.998816,0.00004779871,0.0006688634,0.00007261398,0.00007807638,0.0003166511],"domain_scores_gemma":[0.9975677,0.0007857865,0.001226545,0.000258815,0.00009690175,0.00006425074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003096368,0.00001880223,0.9573754,0.00004501396,0.0002297609,0.000006677104,0.005165008,0.02165281,0.0001250597,0.002846225,0.005160346,0.007065254],"study_design_scores_gemma":[0.0004072997,0.001171367,0.9715229,0.0001077337,0.00001967291,0.0001085053,0.002094019,0.01226908,0.0002407838,0.01170888,0.0002380265,0.0001117083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968094,0.001146146,0.00001230189,0.0004684901,0.0001001653,0.00007769835,0.00001443521,0.00000482621,0.001366494],"genre_scores_gemma":[0.9982734,0.001304423,0.00001024362,0.00005130079,0.0001499032,8.10776e-7,5.060617e-7,0.00001422853,0.0001951343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01414752,"threshold_uncertainty_score":0.2690201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06347785287882643,"score_gpt":0.2897805061437128,"score_spread":0.2263026532648863,"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."}}