{"id":"W4223427370","doi":"10.3167/arms.2022.050103","title":"Forced-Voluntary Return","year":2022,"lang":"en","type":"article","venue":"Migration and Society","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forced migration; Refugee; Turnover; Political science; Government (linguistics); Chose; Sociology; Gender studies; Demographic economics; Economics; Law; Management","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005839286,0.00006509793,0.00007306768,0.00001990192,0.001948755,0.0000750328,0.00007802315,0.00005140733,0.0009879813],"category_scores_gemma":[0.00003214568,0.00006474454,0.00009081476,0.0001868832,0.00008935566,0.0002419845,0.00002475791,0.0001392361,0.000005215056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001227598,"about_ca_system_score_gemma":0.0001039195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00334342,"about_ca_topic_score_gemma":0.01673478,"domain_scores_codex":[0.9990924,0.0001576184,0.0001365072,0.000157073,0.0003146596,0.0001417234],"domain_scores_gemma":[0.9997112,0.00003309257,0.00005695454,0.00007950691,0.00005828807,0.00006094724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001335597,0.00006816455,0.0193183,0.000009922799,0.00002772647,5.36401e-7,0.4855272,0.00003281098,0.001556052,0.1059157,0.3813807,0.006149565],"study_design_scores_gemma":[0.0001646881,0.00005177164,0.004496185,0.000001951521,0.000009636509,0.000001019278,0.07032634,0.003410378,0.00008332433,0.001685297,0.9196521,0.000117283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787611,0.0003868189,0.001353619,0.004744722,0.0003923458,0.0002839087,0.00002056442,0.0001257233,0.01393118],"genre_scores_gemma":[0.9803298,0.0005577285,0.0004013782,0.001988758,0.0002442047,0.00004936673,0.000103373,0.000006323064,0.0163191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5382714,"threshold_uncertainty_score":0.9999253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297922092237926,"score_gpt":0.2691589530462408,"score_spread":0.2561797321238615,"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."}}