{"id":"W4380083141","doi":"10.29138/ijebd.v6i2.2240","title":"G20, Social Science, Environmental Science, Economics, Econometrics and Finance Research Trend","year":2023,"lang":"en","type":"article","venue":"IJEBD (International Journal Of Entrepreneurship And Business Development)","topic":"Global Socioeconomic and Political Dynamics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; European union; Beijing; Population; Geography; Political science; Economy; Economics; Economic growth; International trade; Sociology; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.002303083,0.0001566619,0.0003147832,0.002000035,0.0004867465,0.0004539645,0.000720234,0.00007621119,0.00006073809],"category_scores_gemma":[0.0003261913,0.0001727307,0.00005321182,0.000955486,0.001502468,0.0009071576,0.0004506604,0.0002134571,0.0001117817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005782342,"about_ca_system_score_gemma":0.0002999854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001573884,"about_ca_topic_score_gemma":0.000004288405,"domain_scores_codex":[0.9980065,0.00001431638,0.0007658569,0.0004671497,0.0002047896,0.0005414457],"domain_scores_gemma":[0.9990145,0.0001469082,0.0003980367,0.0001117054,0.0001665233,0.0001623412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006293197,0.0001246007,0.4585048,0.00001604506,0.00007756237,0.00002810214,0.001280672,0.0000795215,0.00003899468,0.5106081,0.0003706042,0.02880807],"study_design_scores_gemma":[0.000862482,0.0000238267,0.8911923,0.00001637914,0.000004257157,0.00005649714,0.0002572321,0.0004085231,0.00008297227,0.04287526,0.06398037,0.0002399328],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901848,0.0004224677,0.00002616997,0.001307177,0.001153986,0.00006842891,0.00009882891,0.00001068949,0.006727417],"genre_scores_gemma":[0.9965185,0.002068789,0.000303661,0.0001398943,0.0002671555,0.000003169171,0.00001545315,0.00001367449,0.0006696915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4677328,"threshold_uncertainty_score":0.7043752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05780289480498526,"score_gpt":0.2813583365405794,"score_spread":0.2235554417355941,"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."}}