{"id":"W4237989299","doi":"10.32920/ryerson.14646843.v1","title":"Intermarriage, Assimilation, and Transnationalism: New Directions","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Transnationalism; Immigration; Gender studies; Sociology; Accommodation; Negotiation; Identity (music); Settlement (finance); Assimilation (phonology); Geography; Political science; Politics; Social science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01291118,0.0006334955,0.001404968,0.00344746,0.006165531,0.01182055,0.001833907,0.003109292,0.003643272],"category_scores_gemma":[0.005455514,0.0004924353,0.0005256412,0.006828775,0.03931867,0.02707338,0.007061716,0.004881573,0.0002109724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01356623,"about_ca_system_score_gemma":0.02451488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1821134,"about_ca_topic_score_gemma":0.2874903,"domain_scores_codex":[0.996794,0.001893188,0.0001406646,0.000327002,0.0003847521,0.0004603026],"domain_scores_gemma":[0.9871981,0.008849294,0.0009062822,0.0005798881,0.0014185,0.001047889],"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":[0.00007775742,0.0001083253,0.02010709,0.002135578,0.00007102481,0.001170268,0.3152769,0.0002649277,0.0003201017,0.4531936,0.006974256,0.2003001],"study_design_scores_gemma":[0.00001043033,0.00009998871,0.02424805,0.004234213,0.00005817375,0.0006584438,0.6167722,0.0006554991,0.0001852819,0.1756031,0.1773705,0.0001040824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1030908,0.6617078,0.004012792,0.1898987,0.002202059,0.00005488475,0.0001254247,0.00003951923,0.03886797],"genre_scores_gemma":[0.5689702,0.4119464,0.004173544,0.007620199,0.002070588,0.000104212,0.00009424922,0.00002559875,0.004994949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1821134,"threshold_uncertainty_score":0.3621068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665075062528139,"score_gpt":0.3263785643406324,"score_spread":0.299727813715351,"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."}}