{"id":"W4387018281","doi":"10.1080/08865655.2023.2261452","title":"Discourses of Borders and the Nation in the USA: A Discourse-Historical Analysis","year":2023,"lang":"en","type":"article","venue":"Journal of Borderlands Studies","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discourse analysis; Critical discourse analysis; Sociology; Political science; Media studies; Gender studies; Linguistics; Politics; Law; Philosophy; Ideology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002780104,0.00006345396,0.0002942306,0.0002789537,0.0003413393,0.00003816281,0.000145998,0.00002968247,0.000006518492],"category_scores_gemma":[0.001192176,0.00002859088,0.0001344375,0.001250849,0.0003651068,0.0001979977,0.00001338732,0.0001137824,4.280101e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000737809,"about_ca_system_score_gemma":0.00008963628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002068154,"about_ca_topic_score_gemma":0.1167922,"domain_scores_codex":[0.9986029,0.000351595,0.0003807261,0.0000644333,0.0004915712,0.0001088013],"domain_scores_gemma":[0.9986653,0.0006363568,0.0003418566,0.0000658385,0.0002731712,0.00001742189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002117426,0.0001408512,0.2637292,0.0000274869,0.00129257,0.000006642106,0.6447341,0.0006038125,0.00001993414,0.0549078,0.02704396,0.00728193],"study_design_scores_gemma":[0.001907902,0.0002941515,0.3054189,0.00008070788,0.001244327,0.000003751487,0.627064,0.0008832926,0.00001087556,0.0127571,0.05015433,0.000180566],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540289,0.00511912,0.0001948974,0.03908475,0.0002892477,0.0001414398,0.000002453848,0.00000464984,0.00113453],"genre_scores_gemma":[0.9883575,0.01073196,0.00002273051,0.00005038363,0.0001791375,0.000006064911,0.000001115936,0.000002148667,0.0006488974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.114724,"threshold_uncertainty_score":0.8993241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04114258651037577,"score_gpt":0.3880435432689294,"score_spread":0.3469009567585536,"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."}}