{"id":"W4402728653","doi":"10.1080/01419870.2024.2404481","title":"Categories as learning practice: navigating contested belonging along transatlantic mobile trajectories","year":2024,"lang":"en","type":"article","venue":"Ethnic and Racial Studies","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Johannes Gutenberg-Universität Mainz; Max-Planck-Institut zur Erforschung Multireligiöser und Multiethnischer Gesellschaften; Deutsche Forschungsgemeinschaft","keywords":"Sociology; Political science; Gender studies","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"],"consensus_categories":[],"category_scores_codex":[0.001022794,0.0001471699,0.0002250677,0.00004249842,0.001705296,0.0002088566,0.00006076116,0.00009717436,0.00003886777],"category_scores_gemma":[0.001518688,0.0001183151,0.0000617977,0.0003672761,0.0004381207,0.0007420327,0.00001648474,0.0003851242,0.00001583888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007566491,"about_ca_system_score_gemma":0.0001543932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003327269,"about_ca_topic_score_gemma":0.02379054,"domain_scores_codex":[0.9986351,0.0002795857,0.0002620475,0.0002552198,0.0003044956,0.000263583],"domain_scores_gemma":[0.9986459,0.0009653604,0.00007210108,0.00004671035,0.000212551,0.00005738031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001972088,0.00001664853,0.0009696702,0.00008645904,0.0001495415,0.00001740313,0.8922201,0.00001717208,0.0002049305,0.03430782,0.0002491097,0.07174139],"study_design_scores_gemma":[0.0001869414,0.0002245428,0.001035333,0.0004292471,0.0001717709,0.00001135333,0.790824,0.000185617,0.0004237147,0.002729813,0.203447,0.0003306413],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8478539,0.1422165,0.0004981001,0.002293484,0.001131616,0.0003935061,0.000002416471,0.0003621957,0.00524828],"genre_scores_gemma":[0.9786987,0.01793604,0.00007558893,0.00006898971,0.0007825061,0.0000612075,0.000008783766,0.00001307579,0.002355163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2031979,"threshold_uncertainty_score":0.9995943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041430800394869,"score_gpt":0.4093599394854434,"score_spread":0.3789456314814947,"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."}}