{"id":"W4415586905","doi":"10.21083/crrf.v33i1.7890","title":"Policy Development Capacity to Attract Immigrants to Remote Regions | La Capacité D'élaboration de Politiques en Matière D'attraction D'immigrants Dans Les Centres Eloignés","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Immigration; Public policy; Immigration policy; Social policy; Policy development; Government (linguistics)","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001496765,0.0004337763,0.000429983,0.001157313,0.002216919,0.0008560945,0.0007191143,0.0004735095,0.0000766308],"category_scores_gemma":[0.00389142,0.0004343684,0.0001564578,0.004301848,0.0002526433,0.001152318,0.00007389393,0.0003260348,0.00003522657],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006464547,"about_ca_system_score_gemma":0.003649875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5867063,"about_ca_topic_score_gemma":0.9288093,"domain_scores_codex":[0.9966069,0.0002586424,0.001072572,0.0005076115,0.0007740876,0.0007801633],"domain_scores_gemma":[0.9962439,0.0001173148,0.0006685934,0.0002305402,0.002071603,0.0006680254],"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":[0.00007288667,0.0001139641,0.0406067,0.0005906558,0.000158484,4.212129e-7,0.2355051,0.000717718,0.01181595,0.6817482,0.005513931,0.02315606],"study_design_scores_gemma":[0.0009173612,0.0001499457,0.5948135,0.00581745,0.0004165397,0.00001679711,0.09174611,0.004880085,0.01805575,0.01898749,0.2623806,0.001818368],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209393,0.00003639427,0.007160044,0.04533032,0.0005433075,0.002625686,0.0001609693,0.0001052008,0.02309877],"genre_scores_gemma":[0.9899793,0.0003427736,0.001857665,0.001659911,0.0002512867,0.00004913745,0.00009656399,0.00003993119,0.005723431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6627607,"threshold_uncertainty_score":0.9998108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014384118825804,"score_gpt":0.2988882938496421,"score_spread":0.278744452661384,"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."}}