{"id":"W1757551748","doi":"10.47678/cjhe.v35i1.183490","title":"Beyond Brain Drain: The Dynamics of Geographic Mobility and Educational Attainment of B.C. Young Women and Men","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Urban, Neighborhood, and Segregation Studies","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Brain drain; Educational attainment; Scope (computer science); Sample (material); Demographic economics; Psychology; Geography; Sociology; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000778275,0.00006405047,0.0001383479,0.0001563961,0.0002919755,0.00003242914,0.0001168616,0.00004125595,0.0002253372],"category_scores_gemma":[0.0001167632,0.00005186572,0.00003128897,0.0001767408,0.0005442485,0.0001766081,0.000006905369,0.0000804539,3.029917e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003219476,"about_ca_system_score_gemma":0.001864705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01065384,"about_ca_topic_score_gemma":0.05757016,"domain_scores_codex":[0.9991503,0.0001212063,0.0002893076,0.00008024879,0.0002003362,0.0001585474],"domain_scores_gemma":[0.9988867,0.0001920849,0.000278078,0.00008249903,0.0003277941,0.0002328185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007532221,0.00007545824,0.8531457,0.00002012348,0.00007254472,1.014738e-7,0.06272229,0.000006971368,0.00001469742,0.0682418,0.01011325,0.005579507],"study_design_scores_gemma":[0.000162823,0.00004708729,0.9231309,0.00001998878,0.00002374729,0.000004100552,0.02022789,0.00001538853,0.000004606212,0.01829812,0.03799515,0.00007024214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382669,0.004417761,0.000006138576,0.04935146,0.0003662427,0.0001338194,0.00001448566,0.000001156145,0.007442035],"genre_scores_gemma":[0.9942154,0.0001379332,0.00009813982,0.0003088481,0.0002910795,0.000007492071,0.000002760432,0.00000392074,0.004934477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06998514,"threshold_uncertainty_score":0.9959343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00870040814989474,"score_gpt":0.2703658904023708,"score_spread":0.261665482252476,"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."}}