{"id":"W4386888824","doi":"10.2139/ssrn.4559073","title":"Family Migration and Structural Transformation","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Transformation (genetics); Geography; Biology; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004795819,0.0001233692,0.0001380013,0.0009747419,0.002390577,0.001981373,0.0003790715,0.0005556007,0.02253961],"category_scores_gemma":[0.002080851,0.00008628875,0.0001835284,0.001320095,0.003944554,0.00202728,0.001950009,0.0007520331,0.0005412468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956455,"about_ca_system_score_gemma":0.002101705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00955883,"about_ca_topic_score_gemma":0.01324087,"domain_scores_codex":[0.9996151,0.0001326048,0.000007727221,0.00004907158,0.00002864043,0.0001668652],"domain_scores_gemma":[0.999514,0.0001464963,0.000101331,0.0000464943,0.00004912135,0.0001426433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001068946,0.0001310801,0.02585603,0.00003907035,0.00001499138,0.0003496605,0.01987539,0.001091369,0.0002255897,0.9186085,0.002866911,0.03083452],"study_design_scores_gemma":[0.00006107953,0.0001957946,0.1498905,0.0001880155,0.00003220296,0.0005775767,0.1461902,0.003283196,0.0005761618,0.6068079,0.09216958,0.00002776518],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8013204,0.001190908,0.001969603,0.01264034,0.00009921518,0.00002640267,0.0001940809,0.00002646224,0.1825325],"genre_scores_gemma":[0.9962381,0.0001465892,0.00005779557,0.00004589042,0.00001202214,0.000004078121,0.00001599174,0.000002306212,0.003477267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02253961,"threshold_uncertainty_score":0.0754025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009051013978586358,"score_gpt":0.2751960693722372,"score_spread":0.2661450553936509,"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."}}