{"id":"W4408522403","doi":"10.1177/01979183251325127","title":"Book Review: Urban Refugees and Digital Technology Martin-ShieldsCharles. 2024. Urban Refugees and Digital Technology: Rethinking Integration in the Digital Age. McGill-Queen's University Press, 2024, 256 pp. $37.91.","year":2025,"lang":"en","type":"article","venue":"International Migration Review","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Refugee; Syrian refugees; Queen (butterfly); Sociology; Media studies; Political science; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007060202,0.0003405037,0.000473764,0.0003108067,0.0004823905,0.0007057631,0.0006733015,0.0003402828,0.0001131588],"category_scores_gemma":[0.002250079,0.0002772109,0.0001414031,0.00114238,0.00054651,0.0024781,0.0001808576,0.00060675,0.0000194946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002599808,"about_ca_system_score_gemma":0.0001256577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001512164,"about_ca_topic_score_gemma":0.0005998389,"domain_scores_codex":[0.9974552,0.0001913441,0.000815803,0.0006444905,0.0005831782,0.0003099187],"domain_scores_gemma":[0.9984637,0.0002047622,0.000436437,0.0003787621,0.0004440658,0.0000722228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003011148,0.0001285671,0.005800683,0.0005137424,0.00008849108,0.0000203339,0.0008443302,8.080871e-7,0.00001711908,0.2048431,0.7154185,0.07229422],"study_design_scores_gemma":[0.0002146051,0.00005996706,0.0003533,0.005160583,0.00007531652,0.00001021587,0.0007031467,0.00006415155,0.0000247647,0.003100709,0.9899738,0.0002593858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00822291,0.7548286,0.0006106455,0.1750494,0.001130608,0.004149617,0.0004869378,0.0005205675,0.05500073],"genre_scores_gemma":[0.1490318,0.7711151,0.0001797783,0.007543308,0.0002729298,0.0001704781,0.0007113888,0.00003395564,0.07094123],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2745554,"threshold_uncertainty_score":0.999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007561519333968611,"score_gpt":0.268677569413073,"score_spread":0.2611160500791044,"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."}}