{"id":"W7093905315","doi":"","title":"Thailand Ties","year":2007,"lang":"","type":"article","venue":"DigitalCommons-IMSA (Illinois Mathematics and Science Academy)","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Science education; Order (exchange); Science, technology, society and environment education; Quality (philosophy); International education; Comparative education; Higher education; China; Best practice","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","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.004965524,0.0004610928,0.0005221458,0.0006327774,0.001614918,0.001541978,0.001304508,0.0003496041,0.0001845624],"category_scores_gemma":[0.0008499161,0.000425009,0.0001558789,0.002248825,0.004108629,0.001857156,0.0004070378,0.0005645492,0.0002646109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042561,"about_ca_system_score_gemma":0.0004222271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007660241,"about_ca_topic_score_gemma":0.00002871901,"domain_scores_codex":[0.9952953,0.00002461281,0.0008791673,0.0007335355,0.00158159,0.001485789],"domain_scores_gemma":[0.9974117,0.0005731249,0.0003473492,0.0003909292,0.0002022801,0.00107467],"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":[0.000009050596,0.0003853365,0.002451723,0.0001619254,0.0000455258,0.00000948518,0.03247987,0.00002702144,0.0004892721,0.9342976,0.0031684,0.02647478],"study_design_scores_gemma":[0.001545437,0.0003488938,0.02103299,0.001024422,0.0002726307,0.0000966821,0.1485748,0.008580637,0.004423019,0.08704963,0.7232317,0.003819237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5395539,0.001357659,0.001370582,0.002806681,0.001609237,0.0004631546,0.00003283015,0.0001710633,0.4526349],"genre_scores_gemma":[0.9926695,0.00119973,0.002167182,0.0002731022,0.0004457906,0.000007773569,0.000002456152,0.00003371659,0.003200743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.847248,"threshold_uncertainty_score":0.9998202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03952484521815503,"score_gpt":0.3074522845451376,"score_spread":0.2679274393269826,"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."}}