{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003852118,0.0003389846,0.0002786083,0.00220007,0.008129245,0.004200859,0.001642295,0.001196407,0.05570507],"category_scores_gemma":[0.01201694,0.0003689359,0.0003021309,0.001260198,0.001132242,0.001825968,0.006469181,0.002565208,0.01463462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003101903,"about_ca_system_score_gemma":0.01630443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266315,"about_ca_topic_score_gemma":0.0404891,"domain_scores_codex":[0.9975948,0.0005028226,0.00007340202,0.0001782548,0.0004447074,0.001206135],"domain_scores_gemma":[0.9864741,0.0008493283,0.000380364,0.0005667777,0.002547903,0.009181603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002463996,0.001632344,0.117721,0.0007645311,0.00002661809,0.003375702,0.06763937,0.0001749931,0.002461759,0.008267632,0.3570114,0.4406783],"study_design_scores_gemma":[0.00007736906,0.001149127,0.1235098,0.0006932257,0.00002426094,0.001364747,0.2168406,0.0006024808,0.001729966,0.003530966,0.6503968,0.00008073533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7472956,0.001313729,0.004447003,0.03786148,0.002782179,0.003940153,0.0007305178,0.0005754415,0.2010538],"genre_scores_gemma":[0.6430185,0.002378499,0.007139326,0.02292429,0.0007052621,0.002557763,0.0009412831,0.0001527373,0.3201823],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9873369,"threshold_uncertainty_score":0.186352,"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."}}