{"id":"W6927320395","doi":"10.26180/23528442","title":"Transnational Marriages and Integration: Narratives of Identity Negotiations of Generation Millennium Pakistani Brides in Britain and Canada","year":2023,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Multiculturalism; Narrative; Identity (music); Social identity theory; Immigration; Arranged Marriage","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002480665,0.0005660307,0.0005907526,0.001267202,0.03721313,0.008425366,0.001540761,0.001853771,0.003576124],"category_scores_gemma":[0.006382714,0.0004954153,0.0002644715,0.002415285,0.0130644,0.003649926,0.008178505,0.004738901,0.0002746057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02515536,"about_ca_system_score_gemma":0.02630617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8346408,"about_ca_topic_score_gemma":0.9256852,"domain_scores_codex":[0.9974051,0.001135803,0.00006676894,0.0002019442,0.0003906197,0.0007997069],"domain_scores_gemma":[0.9958348,0.001577854,0.0003673822,0.0001337745,0.0006769851,0.001409053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001958997,0.00001048737,0.001641728,0.0000127238,0.000002587407,0.0004868965,0.9949114,0.00001579637,0.000122088,0.001030939,0.0005648574,0.001181006],"study_design_scores_gemma":[8.524019e-7,0.000004028464,0.001250549,0.00002463605,0.000001659436,0.00005808277,0.9937991,0.00001733176,0.00003926499,0.00005428023,0.004743617,0.000006556471],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845253,0.0007269603,0.0002286829,0.002668884,0.00006879072,0.00003521148,0.00008909631,0.000007288133,0.01164989],"genre_scores_gemma":[0.9927998,0.0008639526,0.0001559339,0.0004130508,0.0000108466,0.00002601264,0.0000595609,0.00002227622,0.005648527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1653592,"threshold_uncertainty_score":0.332666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0293075367000894,"score_gpt":0.3465194893190693,"score_spread":0.3172119526189799,"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."}}