{"id":"W3099857552","doi":"","title":"1Migration in a Small World: A Network Approach to Modeling Immigration Processes","year":2016,"lang":"en","type":"preprint","venue":"","topic":"Urban, Neighborhood, and Segregation Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Emigration; Immigration; Node (physics); Population; Computer science; Welfare; Bridge (graph theory); Work (physics); Demographic economics; Econometrics; Economics; Geography; Engineering; Sociology; Demography","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":[0.0009330805,0.0002625583,0.0003777237,0.0003418168,0.0004203952,0.0002399762,0.0003334158,0.0002360975,0.00003251052],"category_scores_gemma":[0.0003729184,0.0002097081,0.00008006085,0.00102626,0.00005994661,0.0001929063,0.0002150827,0.0002469459,0.00003107646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489365,"about_ca_system_score_gemma":0.0006423043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008312359,"about_ca_topic_score_gemma":0.3158036,"domain_scores_codex":[0.9978035,0.0002147679,0.0004976587,0.0006343305,0.0003783285,0.0004714218],"domain_scores_gemma":[0.9988511,0.0001795258,0.0001632937,0.0002389891,0.0004473908,0.0001197376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002156799,0.0006443181,0.04286171,0.0007251127,0.0002604271,0.000003086156,0.2734206,0.2959827,0.00001405377,0.332418,0.02973716,0.02371721],"study_design_scores_gemma":[0.001976551,0.0001435397,0.002431777,0.003518615,0.0002888223,0.000001048895,0.05658118,0.3936223,0.00006123151,0.409028,0.1274318,0.004915201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01639084,0.001030146,0.703344,0.004717626,0.0006473295,0.001920593,0.00001107452,0.0003261078,0.2716123],"genre_scores_gemma":[0.9754292,0.0003926654,0.008331715,0.0003920439,0.00147254,0.0006910095,0.00003956597,0.00002388268,0.01322736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9590384,"threshold_uncertainty_score":0.9982914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0801730119040806,"score_gpt":0.3111588560781757,"score_spread":0.2309858441740951,"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."}}