{"id":"W4396846296","doi":"10.1093/jrs/feae033","title":"Disciplining subjectivity in Australian migrant deterrence campaigns","year":2024,"lang":"en","type":"article","venue":"Journal of Refugee Studies","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Subjectivity; Deterrence (psychology); Political science; Sociology; Deterrence theory; Gender studies; Criminology; Law; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001780443,0.0001069683,0.0002653519,0.000238625,0.0002616574,0.0001171518,0.0001484432,0.00006014538,0.00002654171],"category_scores_gemma":[0.0006543146,0.00007460595,0.0001314989,0.0004439544,0.0001901242,0.0006319174,0.00002154726,0.0002933672,0.000008603106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000264015,"about_ca_system_score_gemma":0.0002306086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002089968,"about_ca_topic_score_gemma":0.0461327,"domain_scores_codex":[0.9985785,0.0002115395,0.0004458625,0.0001360838,0.0004056579,0.0002223211],"domain_scores_gemma":[0.9992626,0.0002354473,0.0001625763,0.00006745563,0.0002065774,0.00006539097],"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":[0.0001126845,0.0001982054,0.1031264,0.0001880637,0.0004477324,0.0002601767,0.8029105,0.0001463319,0.002581846,0.02152564,0.01713118,0.05137126],"study_design_scores_gemma":[0.0006372545,0.0007685079,0.06872311,0.002751966,0.0001762572,0.00005399288,0.1739552,0.0002167726,0.001299828,0.02466712,0.7261425,0.0006074119],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990855,0.004984391,0.0001832051,0.001753527,0.001378171,0.00008812984,0.000002176521,0.00002254238,0.0007328003],"genre_scores_gemma":[0.9960006,0.001558261,0.000253117,0.00002195925,0.0006058983,0.000004042254,4.148021e-7,0.000006099747,0.001549632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7090113,"threshold_uncertainty_score":0.9712729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06533024663492426,"score_gpt":0.4200081934053723,"score_spread":0.3546779467704481,"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."}}