{"id":"W4415586479","doi":"10.21083/crrf.v30i1.7463","title":"Rural Youth Out-migration: A Look at Some Numbers","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":"Rural area; Work (physics); Agency (philosophy); Data collection","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":[0.000843812,0.0003575717,0.0003869439,0.0004334308,0.002410588,0.000838023,0.0007584899,0.0003771475,0.0006831769],"category_scores_gemma":[0.0009497887,0.0003334645,0.0002757678,0.002137345,0.0006538981,0.001742802,0.0001206555,0.0002254168,0.0001047249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00346222,"about_ca_system_score_gemma":0.001912402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06109576,"about_ca_topic_score_gemma":0.8510054,"domain_scores_codex":[0.9971774,0.00008138434,0.0009586311,0.0003698615,0.0008263555,0.0005864162],"domain_scores_gemma":[0.996835,0.00003999621,0.0009315719,0.0002237016,0.001603371,0.0003663792],"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":[0.00003153076,0.00004697583,0.05446149,0.0003481729,0.0001249743,9.239805e-8,0.062975,0.0001131403,0.0004086163,0.8591542,0.01916323,0.003172583],"study_design_scores_gemma":[0.00337193,0.0002317665,0.02619548,0.005719469,0.002120665,0.000006846119,0.2546917,0.02083237,0.002087123,0.05460726,0.6271517,0.002983699],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8688704,0.000653192,0.0001201308,0.04411797,0.00456797,0.002752414,0.0001826745,0.0001114871,0.07862377],"genre_scores_gemma":[0.947754,0.001071964,0.00003158537,0.001610358,0.0002540596,0.00002905356,0.0002333591,0.00002715562,0.04898853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.804547,"threshold_uncertainty_score":0.9999117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309572403896603,"score_gpt":0.2630251873546065,"score_spread":0.2499294633156405,"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."}}