{"id":"W4412855486","doi":"10.1177/14687968251364351","title":"Forensic and humanitarian frames: Mediating migration as crisis","year":2025,"lang":"en","type":"article","venue":"Ethnicities","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Criminology; Humanitarian crisis; Political science; Border Security; Irregular migration; Sociology; Political economy; Law; Refugee; Ethnology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002063471,0.00006828969,0.0001120742,0.00003340155,0.001599789,0.00008094778,0.00007157075,0.00007074474,0.00005550254],"category_scores_gemma":[0.0002228691,0.00005658803,0.00003920928,0.0001163344,0.000312523,0.0001519182,0.00007138724,0.0000923417,0.00001072198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005661562,"about_ca_system_score_gemma":0.00004045912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01206559,"about_ca_topic_score_gemma":0.04793492,"domain_scores_codex":[0.9993898,0.00008324008,0.0001133049,0.0001121937,0.0001415162,0.0001599287],"domain_scores_gemma":[0.9996885,0.0001274317,0.00003359,0.00003995452,0.00008610194,0.00002443127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006771052,0.000008125401,0.001088283,0.00001692983,0.00003854077,0.000001740706,0.5906734,6.761984e-7,0.00004218001,0.3858612,0.01634966,0.005912479],"study_design_scores_gemma":[0.00007924646,0.00003633352,0.005486167,0.000038376,0.00002348748,1.647202e-7,0.7949873,0.000005612761,0.0001153945,0.1718486,0.02727062,0.0001087296],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7922775,0.001510156,0.00002966725,0.03114822,0.0005591647,0.0001267145,0.000003324787,0.00008415081,0.1742612],"genre_scores_gemma":[0.9852049,0.0003305472,0.00009440785,0.0008518762,0.0002959321,0.00001550814,0.000003185597,0.000002800085,0.01320085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2140126,"threshold_uncertainty_score":0.9997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191641109165787,"score_gpt":0.3501569815112981,"score_spread":0.3282405704196403,"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."}}