{"id":"W4372046505","doi":"10.46743/2160-3715/2023.6067","title":"Qualitative Research with Former International Students: Reflections on Conceptualization, Planning and Relational Engagement","year":2022,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Conceptualization; Qualitative research; International education; Sociology; Study abroad; Public relations; Student engagement; Population; Pedagogy; Psychology; Political science; Higher education; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1223884,0.001321007,0.001437211,0.002690324,0.02296879,0.02227917,0.005485291,0.006317785,0.004804189],"category_scores_gemma":[0.1022669,0.001543114,0.001576175,0.003333263,0.0562883,0.01860963,0.02099376,0.01882401,0.00100557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01492336,"about_ca_system_score_gemma":0.01761072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01110672,"about_ca_topic_score_gemma":0.01432417,"domain_scores_codex":[0.8647844,0.1204748,0.002223809,0.002511068,0.004483422,0.005522477],"domain_scores_gemma":[0.8567572,0.1187694,0.004857689,0.004222315,0.008942639,0.006450849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009794861,0.00001816843,0.0003807879,0.0001033434,0.000002703621,0.000287683,0.9880073,0.00002815363,0.0001373242,0.008147803,0.0006145829,0.002262325],"study_design_scores_gemma":[0.000003466757,0.00001473259,0.0001163161,0.0003278603,0.000002739764,0.0002210233,0.9838504,0.00005743182,0.0001389914,0.00252474,0.01272945,0.00001294875],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5392736,0.01221173,0.113262,0.2246531,0.004185554,0.003316146,0.0004155037,0.0002925735,0.1023897],"genre_scores_gemma":[0.9465873,0.005068451,0.01594628,0.01765225,0.000272762,0.002632172,0.00008467449,0.0002079488,0.01154823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1223884,"threshold_uncertainty_score":0.6472594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5842955640324656,"score_gpt":0.6644505211582625,"score_spread":0.0801549571257969,"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."}}