{"id":"W7132987715","doi":"","title":"Resources over Constraints? Exploring Employer Branding in the Canadian Public Service from 1992 to 2024 Through BERT-Based Detection of Job Resources-Demands Dimensions","year":2025,"lang":"en","type":"article","venue":"IRIS","topic":"Employer Branding and e-HRM","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public service; Public sector; Competition (biology); Public policy; Human resource management; Content analysis; Service (business)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001860168,0.0002901642,0.000179598,0.002445452,0.002607587,0.002460671,0.0005974333,0.000505792,0.001624154],"category_scores_gemma":[0.008061931,0.0001543198,0.0001351398,0.003745075,0.00163943,0.0009636502,0.001083819,0.0008914647,0.0002944385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0197677,"about_ca_system_score_gemma":0.01519167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.916979,"about_ca_topic_score_gemma":0.9635152,"domain_scores_codex":[0.9991388,0.0001810784,0.00003182937,0.0001141263,0.0003906816,0.000143508],"domain_scores_gemma":[0.9946313,0.002506398,0.0006721086,0.0001650557,0.001793384,0.000231795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003682066,0.0001220767,0.376321,0.001007259,0.00006731517,0.001589739,0.2985436,0.003771847,0.01561124,0.02033772,0.03681152,0.2454485],"study_design_scores_gemma":[0.00001086336,0.00004617393,0.6053495,0.0004722147,0.00006163723,0.0002866242,0.2046719,0.01413797,0.00770173,0.002125031,0.1650198,0.0001165689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624934,0.001524366,0.002665297,0.002680341,0.00006512555,0.00005065597,0.006983374,0.0001055814,0.02343179],"genre_scores_gemma":[0.9894031,0.0005354011,0.002172144,0.0001310939,0.00002244606,0.00003098824,0.003486902,0.00002911554,0.004188906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08302104,"threshold_uncertainty_score":0.1670199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0563243125171885,"score_gpt":0.2576317130082039,"score_spread":0.2013074004910154,"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."}}