{"id":"W4414219684","doi":"10.54607/hcmue.js.22.7.5002(2025)","title":"ĐỌC TIỂU THUYẾT CAY ĐẮNG MÙI ĐỜI CỦA HỒ BIỂU CHÁNH TỪ PHÊ BÌNH CẢNH QUAN","year":2025,"lang":"vi","type":"article","venue":"Tạp chí Khoa học","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Southeast asia; Government (linguistics); Central asia; South asia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001600895,0.0009579622,0.001047167,0.0003130203,0.001478879,0.0004058781,0.002555636,0.0004701382,0.01275197],"category_scores_gemma":[0.0008439603,0.0008913313,0.000462557,0.002035194,0.002197392,0.0006613979,0.003793166,0.001400812,0.0125485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877781,"about_ca_system_score_gemma":0.0002345674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00195773,"about_ca_topic_score_gemma":0.001133688,"domain_scores_codex":[0.9918411,0.0004984829,0.001089382,0.001900684,0.002110218,0.002560138],"domain_scores_gemma":[0.9961103,0.0005573672,0.0002999779,0.00229717,0.00007513269,0.0006600888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005504325,0.002485354,0.1222429,0.001437112,0.001534379,0.0007268736,0.01315127,0.002233013,0.02878526,0.006154811,0.477924,0.3427746],"study_design_scores_gemma":[0.003642648,0.0008440424,0.1944668,0.0009818563,0.0003303155,0.00002973318,0.005062255,0.01216704,0.01372141,0.003632338,0.7626287,0.0024928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3261001,0.01621977,0.0007502854,0.01993119,0.005880908,0.003641971,0.0003201151,0.0005737075,0.6265819],"genre_scores_gemma":[0.9190343,0.004936303,0.0006701806,0.001618683,0.000635391,0.0002123261,0.00003060889,0.0001092343,0.07275296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5929342,"threshold_uncertainty_score":0.9998211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00678940118564123,"score_gpt":0.3202822908601505,"score_spread":0.3134928896745093,"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."}}