{"id":"W4312126494","doi":"10.30608/hjeas/2022/28/2/7","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Hungarian Journal of English and American Studies","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":[0.0008457325,0.00005295344,0.0001725654,0.00008887029,0.0008270078,0.00003530132,0.00007384293,0.000007451501,0.0001197223],"category_scores_gemma":[0.001627927,0.00004489221,0.00004589772,0.0002346218,0.00033352,0.0002056717,0.00002368528,0.0001606268,4.908941e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007526753,"about_ca_system_score_gemma":0.00008126463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008924364,"about_ca_topic_score_gemma":0.000334504,"domain_scores_codex":[0.9990773,0.0002647368,0.0002052155,0.00007831261,0.0002664587,0.0001080409],"domain_scores_gemma":[0.9989371,0.00006734503,0.0002861147,0.00004230355,0.0006111815,0.00005600146],"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":[0.0001086908,0.00009438616,0.005790824,0.000007461322,0.0002354589,0.000006695439,0.5889545,0.00006830366,0.0001305273,0.03307159,0.30619,0.0653415],"study_design_scores_gemma":[0.000091166,0.000264734,0.0007503045,0.000002556859,0.00001875021,0.000002584488,0.3396475,0.000001498384,0.00001396222,0.0003054584,0.6588588,0.00004264624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699382,0.006570439,0.0001832017,0.007998557,0.004604393,0.0001211071,0.000005513466,0.00003183856,0.01054677],"genre_scores_gemma":[0.9907271,0.00245897,0.0002751963,0.0001861239,0.005221058,0.000004161608,9.645644e-7,0.000004141253,0.001122233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3526687,"threshold_uncertainty_score":0.6360759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577923619632031,"score_gpt":0.2972448397364716,"score_spread":0.2814656035401513,"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."}}