{"id":"W4407412883","doi":"10.47772/ijriss.2025.9010203","title":"Analyzing the Integration and Support Systems for Migrant Families in Korea","year":2025,"lang":"en","type":"article","venue":"International Journal of Research and Innovation in Social Science","topic":"Psychosocial Factors Impacting Youth","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Political science","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":[0.01202016,0.00004449796,0.0001002152,0.001866094,0.0005984543,0.000445396,0.0004283184,0.00004883977,0.000002521919],"category_scores_gemma":[0.004872534,0.00003366231,0.00001597816,0.003887181,0.001211302,0.0006178103,0.00004862878,0.0002735966,1.359303e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004084465,"about_ca_system_score_gemma":0.0007614443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001276416,"about_ca_topic_score_gemma":0.0004814571,"domain_scores_codex":[0.9982746,0.0001525785,0.0004236519,0.0001128466,0.0008082819,0.0002280416],"domain_scores_gemma":[0.9971066,0.0005546787,0.00018381,0.00003124644,0.002094785,0.00002888001],"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":[0.0001503147,0.00005764352,0.1500587,0.000009772369,0.00001647448,0.000002593716,0.05112732,0.000003639449,0.002670643,0.7450427,0.001251657,0.04960848],"study_design_scores_gemma":[0.002324251,0.0003169657,0.506728,0.000728768,0.000007297592,0.000006650675,0.2513284,0.0006492339,0.0006341821,0.1772411,0.05978907,0.0002460844],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756691,0.000155495,0.001625773,0.01288536,0.000995653,0.0002772056,0.000006448585,0.00000445562,0.008380519],"genre_scores_gemma":[0.9990929,0.0003055718,0.00005464004,0.00006070864,0.0002709777,0.00000789297,8.976155e-7,0.000001711386,0.0002047208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5678017,"threshold_uncertainty_score":0.5833231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1174746488056306,"score_gpt":0.4960732336558278,"score_spread":0.3785985848501972,"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."}}