{"id":"W4415474141","doi":"10.61173/92q1hp80","title":"How Green Financial Instruments Mitigate Climate Risk: A Case Study of Build Your Dream's Green Bonds","year":2025,"lang":"","type":"article","venue":"Finance & Economics","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bond; Climate change; Greenwashing; Corporate governance; Green economy; Climate risk; Financial instrument; Sustainable development; Climate Finance; Sustainability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523116,0.0004126702,0.0002416868,0.0008804989,0.007157107,0.002833149,0.001116644,0.002274449,0.003122173],"category_scores_gemma":[0.003679497,0.0002397122,0.0004402802,0.001000236,0.002299912,0.002554837,0.00219042,0.002513989,0.00034252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003045364,"about_ca_system_score_gemma":0.002375138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084018,"about_ca_topic_score_gemma":0.02927483,"domain_scores_codex":[0.9983361,0.0008579261,0.00003750424,0.0001101759,0.0002994418,0.0003589017],"domain_scores_gemma":[0.9973603,0.0009569294,0.0003641637,0.0002172775,0.0003392559,0.0007621547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007452701,0.00679219,0.2456359,0.0006878087,0.0002712621,0.1082402,0.2517971,0.01582239,0.01357553,0.1599242,0.05168606,0.1448221],"study_design_scores_gemma":[0.0001685267,0.001774719,0.09194123,0.0004221406,0.0001487532,0.00954207,0.5594271,0.02139374,0.01139362,0.01943917,0.2841021,0.0002467553],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782376,0.0002391044,0.001365435,0.002657732,0.00004471886,0.00007632701,0.00006403805,0.000025651,0.01728937],"genre_scores_gemma":[0.9888365,0.0004727838,0.002077552,0.0004638193,0.00002211634,0.00004133117,0.0000564447,0.00002023582,0.008009112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084018,"threshold_uncertainty_score":0.0220958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787849857224328,"score_gpt":0.230250607112397,"score_spread":0.2123721085401538,"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."}}