{"id":"W4408343013","doi":"10.1002/sd.3403","title":"Disruptive Solutions for Carbon Neutrality and Sustainable Development: Evidence From <scp>CS</scp>‐<scp>ARDL</scp> Approach","year":2025,"lang":"en","type":"article","venue":"Sustainable Development","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Renewable energy; Green growth; Greenhouse gas; Globalization; Carbon neutrality; Climate change; Sustainable development; Economics; Natural resource economics; Global warming; Environmental economics; Political science; Engineering; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002791343,0.0006791629,0.001016593,0.0007597027,0.001338788,0.0003910199,0.0007201246,0.0003802026,0.00001595205],"category_scores_gemma":[0.001803742,0.0008576026,0.0001593774,0.0007212315,0.0002520696,0.0008369242,0.001240494,0.0003764131,0.0000456852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003400654,"about_ca_system_score_gemma":0.0009088612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001305087,"about_ca_topic_score_gemma":0.00007061104,"domain_scores_codex":[0.9938945,0.00007841065,0.001542001,0.001807412,0.0001273489,0.00255032],"domain_scores_gemma":[0.9970987,0.0009377726,0.0006670657,0.0007704941,0.000185987,0.0003399069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004191286,0.0007836759,0.1439635,0.00261712,0.001450682,0.00008156767,0.03148023,0.003295906,0.00006590022,0.8053767,0.009613596,0.001229181],"study_design_scores_gemma":[0.002242194,0.0000843726,0.2721741,0.0001493707,0.00007851778,0.000004254184,0.07110658,0.002340186,0.003084412,0.07131469,0.5768738,0.0005475683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.912756,0.009346771,0.03084687,0.0003178873,0.0003325999,0.002310853,0.0000732878,0.0001667826,0.043849],"genre_scores_gemma":[0.8744271,0.0005627068,0.01723527,0.0002788445,0.00009423319,0.002004297,0.0002217072,0.0001006688,0.1050752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.734062,"threshold_uncertainty_score":0.9999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603601749124597,"score_gpt":0.2205861724352779,"score_spread":0.1945501549440319,"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."}}