{"id":"W6965046703","doi":"10.26180/23528442.v1","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":"Figshare","topic":"Plant Ecology and Soil Science","field":"Environmental Science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009571438,0.00009146864,0.0001455299,0.00005400087,0.00007781039,0.00001478051,0.00009832998,0.00008526519,0.00644731],"category_scores_gemma":[0.0002309674,0.0000948223,0.00001382908,0.0001672863,0.0000283981,0.0002611523,0.00002069809,0.0000925399,0.000002609026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006438193,"about_ca_system_score_gemma":0.0001221716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04106472,"about_ca_topic_score_gemma":0.9856525,"domain_scores_codex":[0.999209,0.00004705507,0.0002362536,0.0002010401,0.0002200628,0.00008662155],"domain_scores_gemma":[0.9996297,0.000108006,0.0001487308,0.00005505103,0.00002813142,0.00003036807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003402358,0.0006010547,0.24826,0.003812976,0.0002439466,0.0001658145,0.08161605,0.00591823,0.1277953,0.01172061,0.5065508,0.01297487],"study_design_scores_gemma":[0.0001063499,0.00002636611,0.994424,0.0001462658,0.000004606904,0.000001856567,0.002900716,0.0006388457,0.00126146,0.00024389,0.0001397643,0.0001058398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678974,0.0001278484,0.000001658708,0.0002202462,0.00008479259,0.0001810829,0.03090844,0.000005314486,0.0005732588],"genre_scores_gemma":[0.9555705,0.00002251996,0.0000486078,0.0000147636,0.000009544678,0.00004088791,0.04375398,0.000004709129,0.000534554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9445878,"threshold_uncertainty_score":0.9944609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769938295033946,"score_gpt":0.2452127112234152,"score_spread":0.2275133282730757,"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."}}