{"id":"W4402394749","doi":"10.33301/jed.vi.1905","title":"Phân tích trắc lượng thư mục các xu hướng nghiên cứu trong lĩnh vực nghiên cứu về trung hòa các-bon","year":2024,"lang":"vi","type":"article","venue":"Tạp chí Kinh tế và Phát triển","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Partenariat Canadien Contre Le Cancer","keywords":"Chemistry; Stereochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.004175753,0.002264392,0.002279792,0.0007971463,0.002276561,0.001462852,0.00389429,0.001027306,0.01837823],"category_scores_gemma":[0.001497345,0.002112848,0.001322532,0.004473531,0.002932919,0.002284463,0.004120824,0.003831148,0.01483129],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004055983,"about_ca_system_score_gemma":0.0004815058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001461003,"about_ca_topic_score_gemma":0.0005044299,"domain_scores_codex":[0.9818698,0.001188094,0.002524481,0.004265661,0.004958583,0.005193446],"domain_scores_gemma":[0.9927928,0.001742787,0.0005460582,0.003175945,0.0001414606,0.001600896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00102486,0.002613815,0.01546884,0.003186717,0.002671725,0.003751494,0.01773972,0.003245511,0.07416691,0.005218463,0.2917313,0.5791807],"study_design_scores_gemma":[0.008428523,0.00287173,0.06771778,0.003695593,0.001404341,0.0002888125,0.007063014,0.05294998,0.02152308,0.004447292,0.8226396,0.006970184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4596423,0.07619377,0.002878881,0.02002832,0.01721487,0.0094809,0.001609528,0.002775789,0.4101757],"genre_scores_gemma":[0.9456792,0.01235102,0.00107005,0.0007104547,0.002717867,0.0005638687,0.0001377114,0.0004955078,0.03627429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5722105,"threshold_uncertainty_score":0.9997805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148553954993315,"score_gpt":0.3187199204862166,"score_spread":0.303864524986885,"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."}}