{"id":"W4297473702","doi":"10.5539/ies.v15n5p164","title":"Development of Student Citizenship Indicators in Northeast of Thailand","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"LISREL; Confirmatory factor analysis; Citizenship; Structural equation modeling; Goodness of fit; Psychology; Commission; Data collection; Population; Statistical population; Empirical research; Statistical model; Statistics; Political science; Sociology; Mathematics; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00381129,0.0002971896,0.0002485268,0.002747452,0.0005737251,0.002179675,0.0003316676,0.0001994524,0.000845003],"category_scores_gemma":[0.009746016,0.0001740605,0.0003629124,0.003387885,0.0004011302,0.00117369,0.001624543,0.0005474417,0.0001392667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227781,"about_ca_system_score_gemma":0.002273356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009074437,"about_ca_topic_score_gemma":0.009575046,"domain_scores_codex":[0.9979965,0.0007961927,0.0003024026,0.0001270243,0.0005793547,0.0001984832],"domain_scores_gemma":[0.9903553,0.002432394,0.00240167,0.0004478512,0.003264985,0.001097909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005992432,0.00007053084,0.9730892,0.00005185276,0.00003195684,0.00008332945,0.003128227,0.001035139,0.0001678671,0.0006500157,0.0003648777,0.02126712],"study_design_scores_gemma":[0.000007229768,0.0002440288,0.9707472,0.00007048278,0.00003427393,0.0001352711,0.01422833,0.01012203,0.0009516334,0.0007081647,0.00271908,0.00003217043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948323,0.00004418449,0.001540627,0.00005713417,0.000006579399,0.0000425552,0.0004057415,0.00002287278,0.003048108],"genre_scores_gemma":[0.9983432,0.00003840017,0.0009293222,0.000003475045,0.000001627996,0.00003823485,0.0004365368,0.000002433522,0.0002065593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009074437,"threshold_uncertainty_score":0.02015626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0797661057919698,"score_gpt":0.4364014396824474,"score_spread":0.3566353338904776,"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."}}