{"id":"W2276152172","doi":"10.7202/1078335ar","title":"Cultural Constructions of Demographic Inquiry: Experiences of an Expatriate Researcher in Tunisia","year":2021,"lang":"en","type":"article","venue":"Culture","topic":"Multiculturalism, Politics, Migration, Gender","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Expatriate; Fertility; Process (computing); Sociology; Cultural background; Political science; Research methodology; Population; Demography; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01434875,0.001036401,0.001173959,0.002660192,0.03725767,0.009926184,0.003996133,0.004352531,0.00449603],"category_scores_gemma":[0.0203202,0.001230647,0.0005096238,0.002918703,0.01759324,0.006495014,0.01224604,0.007793881,0.0006760848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007961053,"about_ca_system_score_gemma":0.006564747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02859523,"about_ca_topic_score_gemma":0.05957966,"domain_scores_codex":[0.9851854,0.0117471,0.0003077546,0.0005632756,0.0005544551,0.001642171],"domain_scores_gemma":[0.9832885,0.007850921,0.001356837,0.0004740103,0.001879587,0.005150198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006929928,0.00002562207,0.001051987,0.00002539724,0.000001670375,0.0007861109,0.996367,0.000005493785,0.0000929407,0.0002866395,0.0003830013,0.0009672773],"study_design_scores_gemma":[6.97062e-7,0.00001397599,0.0003599612,0.00002388998,8.866381e-7,0.0001393839,0.9952964,0.000007756651,0.00001945506,0.00004563939,0.004088667,0.000003270651],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687961,0.002510206,0.001056258,0.01932893,0.0004287638,0.0001559333,0.00009863664,0.0000300677,0.007595038],"genre_scores_gemma":[0.9770842,0.002834977,0.0006455058,0.005654187,0.0001938117,0.0002102769,0.00005607172,0.00006904488,0.01325192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9627423,"threshold_uncertainty_score":0.0758844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2345331563087463,"score_gpt":0.4800991680534101,"score_spread":0.2455660117446639,"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."}}