{"id":"W4226178896","doi":"10.1002/wom3.25","title":"4 Migration Research and Analysis: Recent United Nations Contributions","year":2022,"lang":"en","type":"article","venue":"World Migration Report","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":208,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Excellence; Library science; Citation; Political science; Management; Sociology; Law; Computer science; Economics","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":["bibliometrics","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003404254,0.00008531201,0.0001413808,0.004393282,0.003725554,0.0001840603,0.0001263431,0.00004386589,0.00133205],"category_scores_gemma":[0.0009096743,0.00009557723,0.00006273291,0.02272354,0.0001932649,0.0001918286,0.00005863379,0.0003180213,0.000007985293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003898471,"about_ca_system_score_gemma":0.0004207903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009865247,"about_ca_topic_score_gemma":0.726079,"domain_scores_codex":[0.9972391,0.0007442096,0.0004366437,0.0003168625,0.0009934932,0.0002697256],"domain_scores_gemma":[0.9978788,0.0002580715,0.0002035072,0.000264299,0.001247432,0.0001479164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002677856,0.0003210132,0.067407,0.00000359207,0.0002168268,0.00004638123,0.01903429,0.00262488,0.0002913908,0.8391531,0.07031566,0.0005591704],"study_design_scores_gemma":[0.0001165165,0.00002567405,0.006428824,0.000001866607,0.00007856615,0.000006225086,0.007220618,0.004301413,0.0000243255,0.001263664,0.9804254,0.0001069419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7835815,0.0003779846,0.004303893,0.1421247,0.0005649344,0.001409934,0.0002995682,0.0003549323,0.06698252],"genre_scores_gemma":[0.9072394,0.001025946,0.0003212146,0.000312763,0.0001053607,0.0003067105,0.002692596,0.00000881191,0.08798716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9101097,"threshold_uncertainty_score":0.9995809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0518414265824181,"score_gpt":0.4002467948681678,"score_spread":0.3484053682857498,"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."}}