{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003449416,0.0001077357,0.0002182392,0.00008473228,0.0001600682,0.00005305203,0.0002438663,0.0001823928,0.0003647819],"category_scores_gemma":[0.0004988888,0.00008477384,0.00009692794,0.0006976133,0.001768652,0.0004742541,0.00004022948,0.0001714659,0.000003672818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170422,"about_ca_system_score_gemma":0.0005075746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859323,"about_ca_topic_score_gemma":0.007657111,"domain_scores_codex":[0.9981499,0.0005241954,0.0003408889,0.0002421196,0.0004479837,0.0002948863],"domain_scores_gemma":[0.9987495,0.00004215826,0.0001302732,0.0002046868,0.0007355713,0.0001378323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006782228,0.00007422899,0.01006849,0.00001704269,0.00001679319,0.000004398984,0.9709588,0.00001062699,0.007228035,0.01026202,0.00122363,0.0001291073],"study_design_scores_gemma":[0.0002905029,0.0000227637,0.01389679,0.00003236118,0.000009666389,0.000004023618,0.9678559,0.00001558626,0.008322876,0.0002733988,0.009159121,0.0001170181],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957359,0.0004233707,0.000004911972,0.000538234,0.0002920424,0.0001679806,0.00001770901,0.00002050348,0.002799301],"genre_scores_gemma":[0.9964924,0.0001885859,0.0009838165,0.0001148226,0.0001813163,0.00001222282,0.00003854831,0.00000577663,0.001982486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009988621,"threshold_uncertainty_score":0.6516671,"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."}}