{"id":"W4411251224","doi":"10.1186/s40878-025-00460-0","title":"Migration governance in a globalising and digitalising world","year":2025,"lang":"en","type":"article","venue":"Comparative Migration Studies","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Corporate governance; Economic geography; Business; Regional science; Geography; Finance","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001122165,0.0001191202,0.000117558,0.001042419,0.002614086,0.006301933,0.0003438773,0.0008580634,0.004700663],"category_scores_gemma":[0.001687559,0.00008984273,0.0001151833,0.00221459,0.005420243,0.00425907,0.003501733,0.0007223375,0.0002489437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002359465,"about_ca_system_score_gemma":0.001821733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008874207,"about_ca_topic_score_gemma":0.01578998,"domain_scores_codex":[0.9993839,0.0003224857,0.00001901393,0.00007000236,0.00004921717,0.0001552995],"domain_scores_gemma":[0.9991835,0.0002359447,0.000178695,0.0001188197,0.00008499325,0.0001980274],"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":[0.00008838133,0.0001305173,0.04066353,0.0001680076,0.00002673518,0.0007968363,0.06927188,0.001728134,0.001302932,0.7848253,0.00928794,0.09170981],"study_design_scores_gemma":[0.00002878584,0.0001371049,0.1259718,0.000621385,0.0000363174,0.0005737403,0.2372498,0.001484232,0.0006888759,0.2061397,0.4270153,0.00005284705],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7514362,0.002897697,0.002337865,0.02148814,0.0001548038,0.00003285491,0.0001005955,0.00004470014,0.2215071],"genre_scores_gemma":[0.9926946,0.0009456954,0.0003972194,0.000507783,0.00003214979,0.00001313709,0.00002716558,0.000007240539,0.00537494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008874207,"threshold_uncertainty_score":0.01764512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07850291520137541,"score_gpt":0.4156140317727331,"score_spread":0.3371111165713577,"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."}}