{"id":"W4415586474","doi":"10.21083/crrf.v30i1.7454","title":"Recruiting Talent to PEI","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Prosperity; Workforce; Government (linguistics); General partnership; Immigration; Repatriation; Population","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007255896,0.0003512502,0.0003469571,0.001329226,0.001253334,0.001774069,0.0008595765,0.0001385369,0.0006886375],"category_scores_gemma":[0.001000342,0.0003301205,0.0002153585,0.002986086,0.0001195436,0.001511637,0.0004409606,0.0001754467,0.0003811342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008971967,"about_ca_system_score_gemma":0.0002242565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02063262,"about_ca_topic_score_gemma":0.03648692,"domain_scores_codex":[0.9975495,0.000009028378,0.0008676131,0.0004402669,0.0005653242,0.0005682755],"domain_scores_gemma":[0.9975672,0.00001786768,0.0007638799,0.0002488957,0.001317424,0.00008476785],"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":[0.00003753259,0.00007877004,0.09428865,0.004508982,0.000201293,5.628625e-7,0.0005302731,0.0003559321,0.0007167478,0.7858277,0.08215807,0.03129547],"study_design_scores_gemma":[0.0005199523,0.00002217337,0.03399356,0.004224651,0.0004890825,8.667694e-7,0.001831437,0.002719409,0.000355876,0.006700404,0.9485927,0.0005498501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5685385,0.0004872776,0.000259858,0.04397039,0.00270708,0.004909952,0.00001244912,0.0001139116,0.3790006],"genre_scores_gemma":[0.9762756,0.00005269434,0.00004232744,0.005047282,0.0004436965,0.00006665387,0.00005252432,0.0000381501,0.01798106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8664347,"threshold_uncertainty_score":0.9999151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352540724528844,"score_gpt":0.2358088208942586,"score_spread":0.2222834136489702,"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."}}