{"id":"W4389792120","doi":"10.51594/ijae.v5i9.647","title":"ECOLOGICAL ECONOMICS IN THE AGE OF 4IR: SPOTLIGHT ON SUSTAINABILITY INITIATIVES IN THE GLOBAL SOUTH","year":2023,"lang":"en","type":"article","venue":"International Journal of Advanced Economics","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sustainability; Sustainable development; Industrial Revolution; Ecological economics; Political science; Economic growth; Economics; Business; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.001919536,0.0001919841,0.0002185159,0.001212791,0.001734829,0.003630775,0.0003025055,0.001391199,0.005156658],"category_scores_gemma":[0.001732453,0.0001072706,0.0003013731,0.001363233,0.007297871,0.007162774,0.003845166,0.002551252,0.0002219378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004261663,"about_ca_system_score_gemma":0.002445299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002943149,"about_ca_topic_score_gemma":0.004375661,"domain_scores_codex":[0.9994302,0.0002604382,0.00001443043,0.00005252326,0.0001164273,0.0001259287],"domain_scores_gemma":[0.9989679,0.0005201052,0.00015282,0.00006448732,0.0001200747,0.0001746678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001572528,0.0000230385,0.002422274,0.0001179043,0.000004862043,0.0001866555,0.00330867,0.0005340168,0.000269043,0.9683416,0.003725491,0.02105059],"study_design_scores_gemma":[0.000006425442,0.0000574446,0.01314974,0.0005464804,0.00001019778,0.0003991876,0.01964251,0.0008293607,0.0006399394,0.6060768,0.35861,0.00003189709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2597983,0.05521334,0.009169729,0.3087474,0.001152209,0.00003612461,0.0001294033,0.00005453557,0.365699],"genre_scores_gemma":[0.952152,0.02776226,0.001386797,0.006272727,0.0005942697,0.0000232721,0.00002532019,0.0000272471,0.01175605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005156658,"threshold_uncertainty_score":0.03092062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04006068861742831,"score_gpt":0.2851817116888403,"score_spread":0.245121023071412,"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."}}